{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**<div style=\"text-align: center\"><font color='#dc2624' face='微软雅黑' size = \"6\">BCG矩阵</font></div>**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = \"all\" # 代码块显示所有执行结果"
   ]
  },
  {
   "attachments": {
    "image-2.png": {
     "image/png": 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"
    },
    "image-3.png": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**<div style=\"text-align: left\"><font color='black' face='微软雅黑' size = \"6\">引言</font><a name='top'></a></div>**\n",
    "\n",
    "* 波士顿矩阵又称市场增长率-相对市场份额矩阵、波士顿咨询集团法、四象限分析法、产品系列结构管理法等。\n",
    "* 制定公司层战略最流行的方法之一就是BCG矩阵。BCG矩阵将组织的每一个战略事业单位（SBUs）标在一种2维的矩阵图上，从而显示出哪个SBUs提供高额的潜在收益，以及哪个SBUs是组织资源的漏斗。公司若要取得成功，就必须拥有增长率市场份额各不相同的产品组合。BCG的实质是为了通过业务的优化组合实现企业的现金流量平衡。\n",
    "* BCG矩阵分为4种业务组合：\n",
    "    * **明星型**业务(Stars，指高增长、高市场份额)\n",
    "    * **问题型**业务(Question Marks，指高增长、低市场份额)\n",
    "    * **现金牛**业务(Cash cows，指低增长、高市场份额)\n",
    "    * **瘦狗型**业务(Dogs，指低增长、低市场份额)\n",
    "* BCG矩阵有效的**前提假设**是“成本领先战略”，其认为提高市场分额能够提高利润， 降低单位运行成本，降低广告和分销上的单位支出。如果某些业务是差异化竞争时，可能成本降低更多， 比如提高物流效率和进行营销模式创新。如果存在专利和技术壁垒，那么对于利润的提高比降低成本更加有效。\n",
    "* BCG矩阵的**局限性**是仅仅假设公司的业务发展依靠的是内部融资，而没有考虑外部融资。举债等方式筹措资金并不在BCG矩阵的考虑之中。\n",
    "* 另一方面，BCG矩阵还假设这些业务是独立的，但是许多公司的业务在紧密联系在一起的。比如，如果金牛类业务和瘦狗类业务是互补的业务组合，如果放弃瘦狗类业务，那么金牛类业务也会受到影响。\n",
    "\n",
    "**计算方式:**  \n",
    "* 使用**“市场增长率”**指标来评价1种业务的**发展前景**。数据可以从企业的经营分析系统提取。\n",
    "* 使用**“相对市场份额”**指标来评价**竞争力**。这需要通过市场调查得到，计算公式是产品平均单位收益，除以最大竞争对手的收益。\n",
    "* 上面2个指标就能确定各项业务在BCG矩阵图上的圆心坐标。然后用该业务的销售额映射到圆圈的大小。\n",
    "* 确定纵坐标**“市场增长率”**的一个分界线，从而将“市场增长率”划分为高、低两个区域。高市场增长定义为销售额至少达到10%的年增长率（扣除通货膨胀因素后）比较科学的方法有两种：\n",
    "    * 把该行业市场的平均增长率作为分界点　　\n",
    "    * 把多种产品的市场增长率(加权)平均值作为分界点\n",
    "* 确定横坐标**“相对市场份额”**的一个分界线，从而将“相对市场份额”划分为高、低两个区域。BCG的布鲁斯认为: 这个分界值应当取为2，明星的市场份额必须是仅次于它的竞争者的两倍及以上，否则其表面业绩只是一种假象。按照布鲁斯的观点，两个竞争者之间，2比1的市场份额似乎是一个均衡点， 市场份额之比小于2，竞争地位就不稳定，企业就不能回收现金，否则地位难保。但在实际的业务市场上，市场领先者市场份额是跟随其后的竞争者的2倍的情况极为少见。所以和上面的市场增长率的分解线确定一样，由于评分等级过于宽泛，可能会造成两项或多项不同的业务位于一个象限中或位于矩阵的中间区域，难以确定使用何种战略。所以在划分标准线的时候要尽量占有更多资料，审慎分析，这些数字范围在运用中根据实际情况的不同进行修改。而且不能仅仅注意业务在BCG矩阵图中现有的位置，还要注意随着时间推移历史的移动轨迹。每项业务都应该回顾它去年、前年甚至更前的时候是处在哪里，用以参考标准线的确定。虽然分解值2是一个经验值。但是可以确定的是: 高市场份额意味着该项业务是所在行业的领导者的市场份额, “最大的竞争对手”就是行业内排行老二的企业。\n",
    "![image-2.png](attachment:image-2.png)\n",
    "* 绘图后就可以诊断企业的业务组合是否健康了。一个失衡的业务组合就是有太多的劣狗类或问题类业务，或太少的明星类和现金牛类业务。例如有三项的问题业务，不可能全部投资发展，只能选择其中的一项或两项，集中投资发展；只有一个现金牛业务，说明财务状况是很脆弱的，有两项瘦狗业务，这是沉重的负担。\n",
    "       \n",
    "**波士顿矩阵的优点:**  \n",
    "&emsp;&emsp;波士顿矩阵根据两个客观标准评估一个企业活动领域的利益：市场的增长率和企业在该市场上的相对份额。其中，相对市场份额是该产品本企业市场占有率与该产品市场占有份额最大者之比。波士顿矩阵的优点是简单明了，可以使集团在资源有限的情况下，合理安排产品系列组合，收获或放弃萎缩产品，加大在更有发展前景的产品上投资。\n",
    "波士顿矩阵不一定非得使用二分法划分业务，3分法也是可以的，依具体的业务需求而定，如下图所示：\n",
    "![image-3.png](attachment:image-3.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "toc": true
   },
   "source": [
    "<h1>Table of Contents<span class=\"tocSkip\"></span></h1>\n",
    "<div class=\"toc\"><ul class=\"toc-item\"><li><span><a href=\"#需要的包\" data-toc-modified-id=\"需要的包-1\"><span class=\"toc-item-num\">1&nbsp;&nbsp;</span>需要的包</a></span></li><li><span><a href=\"#业务板块分析\" data-toc-modified-id=\"业务板块分析-2\"><span class=\"toc-item-num\">2&nbsp;&nbsp;</span>业务板块分析</a></span><ul class=\"toc-item\"><li><span><a href=\"#EDA\" data-toc-modified-id=\"EDA-2.1\"><span class=\"toc-item-num\">2.1&nbsp;&nbsp;</span>EDA</a></span></li><li><span><a href=\"#BCG矩阵\" data-toc-modified-id=\"BCG矩阵-2.2\"><span class=\"toc-item-num\">2.2&nbsp;&nbsp;</span>BCG矩阵</a></span></li></ul></li><li><span><a href=\"#商品销量增长分析\" data-toc-modified-id=\"商品销量增长分析-3\"><span class=\"toc-item-num\">3&nbsp;&nbsp;</span>商品销量增长分析</a></span></li><li><span><a href=\"#App评价增长分析\" data-toc-modified-id=\"App评价增长分析-4\"><span class=\"toc-item-num\">4&nbsp;&nbsp;</span>App评价增长分析</a></span><ul class=\"toc-item\"><li><span><a href=\"#数据清洗\" data-toc-modified-id=\"数据清洗-4.1\"><span class=\"toc-item-num\">4.1&nbsp;&nbsp;</span>数据清洗</a></span></li><li><span><a href=\"#EDA\" data-toc-modified-id=\"EDA-4.2\"><span class=\"toc-item-num\">4.2&nbsp;&nbsp;</span>EDA</a></span></li><li><span><a href=\"#BCG矩阵\" data-toc-modified-id=\"BCG矩阵-4.3\"><span class=\"toc-item-num\">4.3&nbsp;&nbsp;</span>BCG矩阵</a></span></li></ul></li></ul></div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 需要的包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 数据处理\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "# 可视化\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.cm as cm\n",
    "from matplotlib.patches import Patch\n",
    "from matplotlib.ticker import PercentFormatter"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 业务板块分析\n",
    "以2015年步步高商业连锁公司各项业务数据为例。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>业务</th>\n",
       "      <th>市场增长率</th>\n",
       "      <th>总销售额</th>\n",
       "      <th>最大竞争销售额</th>\n",
       "      <th>最大竞争对手</th>\n",
       "      <th>相对市场分额</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>超市</td>\n",
       "      <td>0.3321</td>\n",
       "      <td>8.998672e+09</td>\n",
       "      <td>964.14</td>\n",
       "      <td>高鑫零售</td>\n",
       "      <td>0.093334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>百货</td>\n",
       "      <td>0.1677</td>\n",
       "      <td>3.940122e+09</td>\n",
       "      <td>78.00</td>\n",
       "      <td>新光天地</td>\n",
       "      <td>0.505144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>家电</td>\n",
       "      <td>0.1438</td>\n",
       "      <td>1.029916e+09</td>\n",
       "      <td>897.48</td>\n",
       "      <td>海尔</td>\n",
       "      <td>0.011476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>批发</td>\n",
       "      <td>-0.1476</td>\n",
       "      <td>1.307151e+08</td>\n",
       "      <td>129.90</td>\n",
       "      <td>万达</td>\n",
       "      <td>0.010063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>物流</td>\n",
       "      <td>0.3329</td>\n",
       "      <td>1.244061e+08</td>\n",
       "      <td>6.68</td>\n",
       "      <td>顺丰</td>\n",
       "      <td>0.186237</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   业务   市场增长率          总销售额  最大竞争销售额 最大竞争对手    相对市场分额\n",
       "0  超市  0.3321  8.998672e+09   964.14   高鑫零售  0.093334\n",
       "1  百货  0.1677  3.940122e+09    78.00   新光天地  0.505144\n",
       "2  家电  0.1438  1.029916e+09   897.48     海尔  0.011476\n",
       "3  批发 -0.1476  1.307151e+08   129.90     万达  0.010063\n",
       "4  物流  0.3329  1.244061e+08     6.68     顺丰  0.186237"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1 = pd.DataFrame(\n",
    "    {\n",
    "        '业务': ['超市', '百货', '家电', '批发', '物流'],\n",
    "        '市场增长率': [0.3321, 0.1677, 0.1438, -0.1476, 0.3329],\n",
    "        '总销售额': [8998671809.93, 3940121724.39, 1029916055.62, 130715142.60, 124406127.69], # 单位：元\n",
    "        '最大竞争销售额': [964.14, 78, 897.48, 129.9, 6.68],  # 单位: 亿元\n",
    "        '最大竞争对手': ['高鑫零售', '新光天地', '海尔', '万达', '顺丰']\n",
    "        \n",
    "    }\n",
    ")\n",
    "df1['相对市场分额'] = df1['总销售额']/(df1['最大竞争销售额']*10**8)\n",
    "df1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## EDA\n",
    "标准数据，不需要数据清洗, 直接EDA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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CL0z+7u4vAFjwzKQCYG/g3Rr2c4LFELbEgcCbFjxLKI1gHtGqsO5m4IswQUkjWC1zEeHziszsBOAs4AB3Lw9jzCJIcn70jDQz60LQC/QePwwVjq/vSHCPq2m4Xa3cfYWZPQS8TLDgy9vAJwQP1X5mkzuLbMdKS0stIyNjixOM5557rtVf//rXzi1btqzs0KHDwMT61atXpx544IFF1YnTmjVrvh9pVVRUlJqenu7r1q1LveWWWxaef/75dR4GW1lZyezZszPCY6auWLEiVlhYmAGQlZVV1adPHy3G0gQoOZJVBM8TWr6JNncQ9OikAt9Vf+hw9+oFF3D32WZ2lLu/aoE7CL4tPgrItWD92yLgYoLVnPDgoYvHUbMt6jkKF4HoQzCvoYrgG+CfefgspvB8j5jZNIJeoDyCb2r7uvuSup5HRH7kgXCryb8Ivvh4F/h1dWF4r9jR3VcDmNmFBD3TlQT3jPk1DFe7nR8WSqjJFIKV51IJlt/+fsU6d38t7nW5mZ0OfOjuxWFi9HfgRoIe8UMI7oUnEfTYfFq9r5kNJxhmCPDLcNhwf4IHy64k+OLoKoIeqA9qiXPHmu5rZrZreOxdCR5IO8PMZhE8ZPcI4AJ3Vw+SSJw1a9ak9OnTZ/ePP/74065du25yyP20adMyzzzzzN4fffTR7A8++CB79OjRvY4++uiVX3/9dfrrr78+t23btt/fc6688sodHnrooc433XTT9/eRNm3afP98xQ4dOgzq1atXyeDBg9enpaVtUWK2bNmy1EGDBuUCVFVVYWY89NBDO7g7/fv3Ly4sLJy9JceThqE5R9u5cJnZ26o/qNTSZq27f+Hun8V9G1tTu1fDlycTPMfjuHDFuF8SrNL0P2AnggnZmzODYGJzTdvCGtpXAasJlsnd1d1Pik+M4mL8xN1HEQzjO1WJkUidOMFqjYkfBM4mWPo+cXuMILm4muA+8KPhcwn3m1MIEqyHCFaLu3Cjk7s/4O4f1xpcMB/xS3f/PD4xqqXtlDAx6kXwYNY/uftNBF+svE6wpP9o4LfuXgIQftnzNkGP0LC4YcIDCHp7phH0hu0G/MKDB0bXZCE/vpfNAvYleLZSe+Agd58RxvkIwSqZJ4U/RSRO69atq3r06FH60EMPtd9c27/97W/tO3fuXP7aa6+1PP7443f+y1/+Mu/555+fl5ubW7zPPvv0f+ONN1pMnTo1a7/99us7fvz49q+++urn+++///fD5idPnjz70Ucf/RLgzTffnPPPf/6zTr3DGRkZgw899NB+n3/+eVZGRsbgSy+9tFtFRcX0ioqK6cccc8zKG264YVFFRcX0F1544fPNH00ai3qOpEbhilQbDRupo6eAj9z90/BY55nZ+UCsetjKZs79JMGE6drsWMM+y81sUNxcos2dYwZBAra5dkdsro1Ic+fuawgWW4kv67WJXc7cgmMPNbMUwMI5Q3Xdbzk/fojzFnH3+eG8p0/C9/8A/mFm6TXMhRoHvFM9NDDuGP8C/hX2jKduZsGYWcCB1QlXaEC47xrgcXf/0UIO7v6Kme3r7oWIyEaOP/74lU888USHG2644dva2lRVVfH888+3u/XWWxdlZWX5gw8+OP+YY45ZC5CXl/fNBRdckHb44Yf3MzMGDx68rqCgYE779u1/dC868MADiydPntwS4IADDliflpYGwKWXXrrjeeed17tVq1aVKSlBf0NJSUnKwQcfvPqll16aV1paOmPKlCnZ55xzTq85c+bMij9meXm5ZWVlbekQYmkESo6k3rm7EzccJa6sQcfS1jUxEpGmpZZV3xrjvJ/UULbRIhEePDB2XmJ5XL3z4xXnampTBiyoZd8HN97j+3olRiK1OO2001bl5eX1+OCDD7Jqa/Piiy/mlJSUpPz85z9f84c//KHz7NmzM2+99dYuCxYsyGjZsmXlkiVLMs4777xvdt5555K33347Z+TIkbu0b9++Yscddyzt1atX6VFHHVW01157lbz88sttUlJSGD58eN+//OUvCwDGjh274Mknn+xw6623fl3d03TKKaf07Nat22Y/76xatSrWoUOHLVqBVxqHkiMRERERSTq9evUqHzx48LrHH3+83Y477ljj6pfjxo3rdMoppyzLyMjwPffcs7h3796l/fv3Lxk4cGBJy5YtvVevXrlHHXXUmiOOOGLdRRddtAKC3qYFCxakLVq0KC03N7d08uTJ2evWrUvNzs6uPPnkk1ccffTRu+y+++7rAfbdd991b7zxRk51cjRp0qTWTz/9dI3D7nbeeecBixYtyoCg52jatGktR48eTVVVFZWVlZaRkTF42rRpn+6xxx6lDfMbk7rQnCMRERERSUrHH3/8ytdee61NTXWLFy9OmzJlSutLLrlkGcDPfvazojvuuKPLyJEj+7dv337PjIyMwQsWLMg45phj+mZkZAyu3rKysgZfe+21XQ488MDizMxMv+aaa7qdeuqpywHOO++8FVOmTJlTXFyckpWV5b/4xS9WPfXUUx2qqqr4z3/+07JFixaVBx54YOKzzgD4/PPPPy0tLZ0xceLE2RkZGVU9evQoLS4unlFeXj6jqqpqemlp6QwlRtFTciQiIiIiSWn06NEr33nnnRoft9GtW7fyN954Y07v3r2/H+b22WefzSotLZ1RWlo647HHHvuyV69eJWVlZTOqy0pLS2ecf/7532RnZ1dBsFz4kiVL0i+88MLvh+737NmzYunSpemdO3cuHzJkSEmXLl3K7rnnng6XXXZZz2uvvfb7hZ6qqqr48ssvM7777ru04cOH73LooYfuDHDDDTd0/fWvf/1du3btKu6+++6aHocgEWqWw+rCCa5dgbVRxyIiQLCC2ZJwfkVS0H1EpMlJuvuINLzExRMSDR8+vMZenMrKSu66667OJ5xwwkbPKVq1alVq9XygjIwMnzx58mctW7b8/u9uxYoVqV988UXWXnvttQHg/vvvXzRkyJABw4YNKzrjjDNWA6xcuTJl55133r2iosIOOOCAoiOPPHLN8ccfv+aPf/xjp5kzZ7Z48skn58+aNSvj6KOP3jU3N7fk8MMPr22VS2lkzTI5IvhA8/VmW4lIY+oObHKZ5SZG9xGRpifZ7iPSQCoqKojPk6uqqnB3yst/WAuhsrLyR+9TUlJITU2lqqqKc889t/u3336bnpeXt9FKdytWrIj179//+5Ule/bs+aOFE+677772gwYNWt+uXbuqVatWpVx66aXd+vTps2HmzJktHn/88Tann3766nbt2lU9//zzc4cNG1Yci8Woqqri+uuv75yfn991/Pjxczt37lzZuXPn4ry8vEXHHnts32uvvfbrK664YtnWPNRW6ldzTY7WAixatIhWrVpFHYvIdq2oqIgePXpA8vXA6D4i0kQk8X1EGsiwYcN2nTZtWsvE8vT09CHVr3/605/2ja875phjVt55552LR48e3XPu3LmZL7zwwhc5OTlVS5cujZWWllrbtm0rFy5cmPbee++1uvjii7+r6bxfffVV+t13393lwQcfnH/PPfe0v/3227secMABRc8///yct99+O/ukk07a+emnn2735z//+ev4uUeHHXZYnxkzZrR89tlnvzjiiCO+7yW6/PLLl+fk5FRddtllO06ZMiXn9ddfr9MzlKThNNfkCIBWrVrpQ42IbBPdR0REmp6pU6d+tqX73HXXXR1233333J/85Ccrp02bNnuHHXaoBBg/fnyriy66qFdlZaVlZ2dXnXzyyctGjhy5vqZjTJs2LXvUqFGrevfuXXbttdd2//Of/7zgZz/7WRHAYYcdtn7q1KmzL7nkku7Vc5aqnX/++csGDhy4sE+fPhst8/3b3/525aGHHrq2+vlJEi1rjkN3zawVsGbNmjX6UCMSsaKiIlq3bg3Q2t2Loo6nrnQfEWk6kvU+0pimT5/eLxaLTdhll13WZWdnl2x+j+3PsmXLUr/99ttYbm5ujSvCVVZWkpqa2thhbbeKi4sz586d27KiouKIIUOG1LioRhSadc+RiIiIiAhAx44dKzt27FjrAg5KjAS0lLeIiIiIiAig5EhERERERARQciQiIiIiIgIoORIREREREQGUHImIiIiIiABKjkRERERERAAlRyIiIiLSDCxfvlxrcW+hzz77LL20tNS2dv9Vq1alVFVVbb5hElFyJCIiIiKRM7MhW5vgvP/++1k77rjjHnPnzk2v77ias/3337//rFmzMgD22WefXZ944ok2ECSaZjYksf3EiRNbPPDAA+2q348cObLv3Xff3QFg6tSpWf/v//2/PgsWLEhrpPAbhJIjEREREWlSzj///G45OTmDYrHY4Ozs7D1zcnIG5eTkDOratevuNbXfb7/9Nuy7775rn3nmmTaNHOp25U9/+lPn2bNnZ1a//+qrrzL32muvYoA999xzQ48ePcoGDRq029NPP906uii3TSzqAERERESk4eQXFmzUA9CQxuQOnV7Xtq+++mrLI444Ytfq9x07dhwEsGTJkpn333//4sGDB/e7+eabvz7yyCPXffrppxnHHnvszsOGDev7/vvv59R0vLfeeqv173//+x6J5ffcc8/83/3udyu24nK22ps3TmzU3/sheSPr/HvfUmvXrk1Zu3ZtyqRJk9rce++9hQCzZs1KX79+fcpee+21ASAtLY2//vWvi4YPH76uZ8+eZQ0VS0NTciQiIiIikTj88MPXuft0CIbVLVu27KMOHTpUAhQXF9vcuXMzBwwYUAKwcuXK1FatWlW+8cYbc8vLyzeaJzNy5Mhdfv3rXy875ZRTVifWZWdnN6+JMdvoxBNP7PXiiy+2Kysrs3333Xe3Y489dmVtbdesWZOy995797v99tu/Li0ttb59+/6o965FixaDa9v39ttvX3jFFVcsq8/YG5qSIxERERFpcv74xz927tu374by8nIrKSmxCRMmtNphhx3KsrOzHfDE9qmpqWRlZXnr1q2VCG3GTTfdtOTCCy/87thjj93lrrvuWjB06NDi008/vXdVVRXl5eVUVlYCUF5eznHHHbdT27ZtKw4//PC11YkswNFHH927Z8+eZffff//iyC6kASg5EhEREZFIPProo23nzp2bUf3+lltu6ZyZmVmVlpbmd999d5fXXnvtszFjxnSfMGFC2zZt2lQ8/vjjXwGcfPLJPZ9++umOicebNm1ay7POOutHZS+99NLno0aNWtvgF5NE+vXrV9avX7+y1NRUBg4cWNKvX78ygDPPPLPPmWeeyUknnbQc4Gc/+1nvFStWxCZNmvR5mJQCsGHDBnvrrbfaPPHEE19GdQ0NRcmRiIiIiETi22+/jc2fPz8dYOeddy6ZNGlSq379+hX/+te/XnHooYd+Nnz48OLhw4fPA+Yl7nvllVcuvummm76pfj9s2LBdR48e/d0ZZ5yxqrps9913361RLiSJVVVVMX/+/DSAxx9//MvTTjtt9fLly1OfffbZDkuXLk2fNGnS523btv1Rb9yzzz7bev369SmnnXZaHzPbqBevV69epZ988snsxrqG+qTkSEREREQicdVVVy0bN25cu/3226/4rrvuYueddy65/vrrvwPo1q3b7mvWrIlVf/iurKy03Nzc4qlTp34GkJKSQlraD6tGmxmpqak/KpOalZeX8+qrr+aUlJSkjBw5st+ZZ575XU3tJk6c+HnLli03Sn7uueeeHU488cTlU6ZMaf3VV199Et+rdOqpp/ZMS0vbaJ9koaW8RURERCQyTz75ZPtFixalAcyYMaPFuHHj2n366acZANOnT/907dq1H61du/ajZ5999otoI20+RowY0fe0007bqbS01O65557599xzz5Ka2tWUGL3yyistP/nkk+ybb7556ZFHHrnquuuu61JdN2XKlOz//Oc/bW+55ZalDRl/Q1LPkUgyWnlx1BEE2t1db4cys18BjyQU3+/uF4T15wJXADsA7wNnu/tXYd1Q4EFgZ2AKcLq7Lw/r+gFvAbtXl4mISNOxatWqtB122KECYPXq1anz58/PGDRo0Iao42rO7r///oW5ubklXbp0GThw4MCSzbUvKipKadmyZVV5eblddNFFPc8444zvdtlll7I77rhjyeDBg/vvtttuG4YNG7b+F7/4RZ+77rprQZcuXSoa4zoagpIjIL+wIOoQABiTOzTqEESi1B74ADg1rmw1gJmdBNwF/AaYBdwNvGBmA929Cng6LJsE/BG4Grg0PMY4IE+J0Q8qbrx0840aQSxvbNQhiEgTsGjRooynnnqqLcDIkSOLqofVAeyzzz67paSkOEBFRYX1799/s0lTZWUlqampLF++PPXbb79Ny8rK0up1Cfbcc89NJkQVFT/ObR577LG2kyZNyunevXtZUVFR7Pbbb18K0KFDh8rnn3/+i0MOOWRXd7crrrhi8Zlnnrm64SJveEqORKSpaAcsdveahk1cBTzo7k8AmNk5BEnSCDMrBFq4+z1h3QPA+eHrU4Bs4OFGiF9EpEnakoeyNrZp06Zl9unTZ8PEiRNbFRUVxXbeeefvP7Snpqb6tGnTZvXt27cM4PXXX29xxx137LC5Y959990drrzyyh3dnZ122qlkv/32K27Ia6hNQz6UtaFUVVVx4403dpo1a1ZWfPnixYvTCgoKcr777ru0l19++fP27dtXVlZW8uKLL7b685//3CkjI8P79OlTfPfdd3cpLy+3Cy64YEX79u0ro7qObaE5RyLSVLQDNurdMbM2wJ7AhOoyd58NLAWGAquAdDPb38zSgFHAbDNrDdwOnOvuSTsxVESkOfvHP/7Rdr/99lv34IMPLli9enXsnXfeyZkxY0ZmeXk5CxcuLKxOjAAOO+yw9a+88sqXFRUVPPjgg19fc80139Z0zAsuuGDFokWLZi5atGjmZ5999mn8YgHyY+Xl5RaLxRygqKgo9eKLL95x/Pjx7S688MJlZsa7776btXjx4tjrr7/eesWKFWl//vOf52dlZVWdcsopPbt06bLHBRdcsONBBx1UNHfu3MJ333137sMPPzzvX//6V/vOnTsPHDx4cL9p06ZlRn2NW0o9RyLSVLQHjjOzkwmWbH2SYChd77A+cRnXhUA3d68ws4uAN4F04EPgJ8DNwHh3/19dTm5mGUBGXFHO1l6IiIjUzYIFCzLOO++8ZcOGDdvw7rvvzs7Ly+ty1FFH7bJs2bL0lJQUNzMg6NGoqqqyqqoqLr/88iV/+tOfap3wn5GR4ck856Ux3HrrrR3vueeeLmlpad6nT5+yoqKilGXLlqVdcMEF39xwww3fpqamcuqppy47+OCD+5eXl9vOO+9c8tVXX33ctWvXirlz56a7O//3f/83/5hjjilKTU39/rjHHnvs2mOPPXb2xIkTW0yePLnl3nvvvdn5TE2NNccvVM2sFbBmzZo1tGrVarPtNedIkk4SLchQVFRE69atAVq7e1Ft7cxsN4LkJgM4BLgeuA94gWCRhZ7uviiu/UTgK3c/O3yfBbRx96VmNiTcby/gJuAI4AvgLHff6FkZ4f43AHmJ5XW9jyQTzTmSZFPX+8j2bPr06f1isdiEXXbZZV12dnbSfCD98ssv0/r06VNeU11paamVl5fj7hYmRwDk5ORUxWL6fn9bLF26NPbVV1+l9e/fv7Rdu3ZVACtWrEhtzKFwxcXFmXPnzm1ZUVFxxJAhQ+Y01nk3R39ZItIkuPusuLcfmFkqcCXwz7AsPWGXTOD7ceTuvgHYYGYpwAMEK9udC5QQ9D6dT5BsHVVLCLcC+XHvc4Cvt+piRESkTmpLjCDoAcrIyABoft/kR6xLly4Vib1ryTpHqL5pzpGINFUzgBZA9dPPeyTU9wC+qmG/0cBad38KOBJ4yN0rgL8A+9d2Mncvdfei6g1Yu60XICIiIslFyZGINFX7ECy2sAiYDxxWXWFmfYHuBPOMiCvvRDA07vywKBOoflR6NlDrN5QiIiIiGlYnIk2Cmd0L/IdgFbpDCYbF5bl7lZnlA7ea2UcECzPcBbzs7p8kHOZO4BF3rx67/A5wvZndCPwWeK3hr0RERESSlZIjEWkqWgB/J+jt+Rw4p/q5RgRzhToSPNA1k2CxhQvidzazA4EDgAFxxdcDTxAs6PAucHoDxi8iIiJJTsmRiDQJ7n7WJuqcING5fhNtpvDDst/VZcsJ5h2JiIiIbJbmHImIiIhIUiotLbXqJb5F6oOSIxERERFJSpdddlnX0047rWf1+9zc3P7PP//89w/xfu6551qtW7fOookueZWWlm63vzMlRyIiIiISiWOPPba3mQ3Zku28887rBvDyyy/nPPbYYx2vueaabxOP+5///Kfl/vvvv8tZZ53V++23327R+FeWPF5++eWcIUOG7Fr9fsaMGZl9+/YdUFPbqqoqXn/99Rp/n7///e8733bbbR0bKs7GouRIRERERCIxfvz4eWVlZdMTtwEDBhQ/+eSTX9RUd++99y7+4IMPsk499dQ+Z5999ncDBgwoBZg/f37aunXrUs8555zeo0eP7n3UUUetXrhw4Sc77bRTmYbebWzZsmWpZ511VuIzBHnsscfaHXnkkatr2ueLL75IP/nkk/tcfvnlXRLrDj744HV33XVXlzVr1iR1fqEFGURERESasYobLx3SmOeL5Y2dXte2qamppKam/qisvLycL774ImvkyJHr09LSNtpnwoQJLX/5y1/2ycjIqGrTpk3FI4880vauu+7aYfbs2dlm5pdddtmSm2666ZtYLPiYe/755/c49thjV1944YUrtvHStszKixv19067u+v8ewcoLCzMmDlzZvbxxx+/urqsoqKCZ555pkNmZmbVwIEDWybu869//eurt95667PDDjusb5cuXcqvvvrqnvH1lZWVdOrUaVB82SeffFLYt2/fsi27mOgkdWYnIiIiIsnttddeaxGLxYZUb1lZWUNKS0utR48eA+PLY7HYkE8//TTjzTffzLn88suXHHXUUasAunbtWn7CCSesnDt37sd77LHH+tatW1dWJ0Zr1qxJKSwsbNG3b9/SSC+yCZo7d27GJ5980uKXv/xln5kzZ7Zo27btwFtuuaVTnz59NlxyySVLy8rKUsaNG7dg1qxZ2ffff//Cr776KjMlJcVzc3NLCwsLZ40ZM2Z5aWnpjNLS0hkXXHDB0v3337+ooqJiRmlp6YwNGzbMqK5LpsQIlByJiIiISITc3Xr06FFSUVExvXpz9+nx7ysqKqZnZWVVujt33HHH0muuuWZZ9f5HHHHEuhtuuOHb3r17l//yl79ccd111/Vs27btwLZt2w7s2LHjoO7du5eOHDlyXZTX2BS9/fbbOX/84x8XPf30018OHDhw/fLly2c+9dRTHa688spvAAYMGFC80047lbdr165i+PDhxRUVFfbQQw+1f+2111q0b9++svo4//73v1s99NBDnW+++ebF1WX77LPPrhMmTNio5ykZKDkSERERkaRzwgknrDrkkEPWxpdddtlly1evXj1j5syZn86cOfPTxYsXz/zwww8/q2l43vburbfeah3/+/vggw+yOnToUH7MMcesLSwszBo0aFDx7NmzM3r27FlaVVVFaWlpSocOHSqOPfbYvo888khbCBZzOPvss3s/+eSTX+63334bKisrKSoqSjn00EPXnH766TstXbo06abwJF3AIiIiIiKjRo3aNSsrq9aVFqqqqmzXXXctnjlz5pzGjCtZXHHFFUv23HPPkqVLl6YB9O7du/w///nPlwCvv/56m6effvrL999/v0W/fv02rF27NiUWi/nll1++vFWrVlX3339/p5/97GdrTjrppJ0rKirstNNO61NaWppiZmRlZVVmZ2dXVVZW2q9+9aueEyZM+CraK90ySo5EREREJFLz58/PjMVim1zAoLKycqOyhQsXftyhQ4dKCJ5p1K1bt/J99tlnA8Dzzz+fk5eX161BAm4Gfve7362AYO7RnDlzsnv16rXHhAkT5ri7VVRU2H777bfhzjvv7Dxy5MiiNWvWpGRnZ1cBjB49euXZZ5+9MjU1leeff/7z1NRU9thjj5LU1FQHaNeuXdWcOXPSy8vLLS8vr0tpaallZGR4lNe6JTSsTkREREQi1atXr5LEOUaJW8uWLTfOjuL89a9/7TBp0qSknOcShTvuuKND7969B4wZM2bHNm3aVLz55ptzRowYUXzppZf2uPjii5eWlJTYW2+91XrUqFFrV69endqiRYtKgJUrV6a89NJLOQD9+vUrPe6443bp2LFj5V/+8pf25557bg+A/fbbr3/r1q0rx48fPz+ZEiOox+TIzH5uZjPNrNjMFprZdWZmcfXnmtk8M9tgZhPNbKe4uqFm9pGZrTOz/5pZh7i6fma2NL5MRERERCTekiVL0ktKSmzzLQXg/fffb3nccceteuihh77aYYcdyoYPH1585ZVXdikuLk65+OKLl993333t+/fvX7zjjjuWr1q16vvk6NVXX80599xzewGsWbMmNTMzs1k9RKo+e476AbcCQ4GbgRuA0QBmdhJwF3A9MBxIA14ws+rzPw08CuwPVAJXxx13HJDn7svrMVYRERERSWK/+tWvvsvMzKyqqqri9ttv7/jll19mjhs3boedd955wHXXXdc5NTWVE044YWXUcTZV48ePn5+fn7+kS5cuFQBvvPFGi4ceeqjzs88+++XSpUtjt9xyS7frrrtuKcCKFStiLVq0qAJ4++23W+63335rIRiS16lTp/LazrFo0aLYN998k1pbfVNUb3OO3P3GuLcfm9kxwP8DHgSuAh509ycAzOwcYBYwwswKgRbufk9Y9wBwfvj6FCAbeLi+4hQRERHZnmzJQ1mjsiVzjoqKilIKCwszDj744LVXXHFF11dffbVNZWWlPffcc3NHjBix/oUXXmj16KOPth87dmzXvfbaa13nzp0rRo8e3fhJ0hY+lDVqBx988PpXXnnlsz59+pQdeOCBux5++OGrjzzyyHUA3377baxNmzYVAO+++27OWWedtQzgpZdear3HHnusr+2Yr7zySs5zzz3X9pVXXkmaRRkackGGFGCFmbUB9gSuqa5w99lmtpSgl+ltIN3M9gemAqOA2WbWGrgdONrdk2qsooiIiIjUXa9evUrmzZv36aba5OTkDAL4/PPP03/605/u0rNnz9Lc3NziW2+9ddFxxx1XVL1c9/HHH190/PHHFy1ZsiR27733dnjjjTdaRZIcJZnU1FT69u1bdsghh+ySkpLit95665L58+enZWRk+D//+c92e+yxR/HixYtjhYWFLQ4//PCvnnvuuVbPPPNMhzfeeGOj1QDT0tJ89erVqbNnz87q3r17Uj0Ett6TIzNrAfyCIPEZAfQOq+YlNF0IdHP3CjO7CHgTSAc+BH5CMDRvvLv/rw7nzAAy4opytukiRERERKRRHH744es2lxgBrF279qPq1999993Hm2vftWvXiltvvfWbbQxvuzJr1qyMnJycyn//+9/zXnjhhVZnnnlmHzNj0KBB66688srv3nzzzZY77LBD2eeff55x8skn98nPz18wbNiwDYnHGTVq1Kp99913t7S0NP/3v/89N4pr2VpWn50yZlZCkKSsBc5197+b2QHAFKCnuy+KazsR+Mrdzw7fZwFt3H2pmQ0BXgD2Am4CjgC+AM5y98QkCzO7AchLLF+zZg2tWrXabNz5hQVbeqkNYkzu0KhDkGSx8uKoIwi0u3uzTYqKimjdujVAa3cvauiQ6ouZtQLW1PU+kkwqbrw06hAAiOWNjToESRLJeh9pTNOnT+8Xi8Um7LLLLuuys7NLoo5Hmo/KykpSU3+YNrRmzZqUli1bVs2dOze9X79+W90rVFxcnDl37tyWFRUVRwwZMqTJPIuqvpfyHkTQY3Q1cI+Z3QKUhnXpCW0zgeLqN+6+IUyMUoAHgCuAc4ESgt6n54H7ajnvrUDruK17PVyLiIiIiMh2LT4xAmjdunVVamoq25IYNWX1OqzO3auzvg/MrJhgIYX7w7IewJdxzXsAz9ZwmNHAWnd/ysymAr8Oh979Bbixhva4eyk/JGHErSAuIiIiIiJSJw35ENgKwIA1wHzgsOoKM+tL0LvzZvwOZtaJYHjc+WFRJsGy3xCsWlfrUoEiIiIiIiLbol56jsKx+fcBTwJLgYHAn4Cn3X2dmeUDt5rZRwQLM9wFvOzunyQc6k7gkbgeqHeA683sRuC3wGv1Ea+IiIiIiEii+hpWV0LQw/M4wZyfBcC9QPVs2/uAjgQPdM0kWGzhgvgDmNmBwAHAgLji64EnCBZ0eBc4vZ7iFRERERER+ZF6SY7cvQz45SbqnSDRuX4Tbabww7Lf1WXLgSPrI0YREREREZFNacg5RyIiIiIiW6y0tFSra0kklByJiIiISJNRVVXFkCFD+j344IPt6rrPyy+/nNOtW7fdGzIu2T7U61LeIiIiIiJ1tWLFitQPP/wwK7F8v/32W3vfffd17t2790bP0hk6dGhx69atqxonQtneKDkSERERkUi8//772SeeeOLOffv23ZBYl5qa6ldccUX3+LLZs2dnX3XVVYtvuumm7ontAcxsSPz7rl27li1evDhxdWSRWik5EhEREWnGXp533pDNt6o/o3qPm74l7bt37142c+bMOZtvCdVD57p06VL2xRdfFFaXT5gwIeeCCy7YMbHswgsv3HFLYhFRciQiIiIikejfv3/JJZdcsrRnz565S5YsydhU2wEDBqy//PLLl7Rs2bLKzMjOzvbquvT0dK+prCFjl+ZJyZGIiIiIRKJPnz7l55133srzzjtvJcB7772XdeKJJ+78m9/85rsbbrjh2+p2VVVVvPXWWy0OOeSQ9S+//HLOkiVL0jMyMgbH11dUVFhiWadOncob94ok2Wm1OhERERGJ1MKFC2OjR4/ufuyxx+4yYMCA4ueff77t2rVrUwDmzJmTPnz48L6nnHJKnxUrVqRCMJeotLR0RvX23HPPza2pLNqrkmSk5EhEREREIvHqq6+2PPTQQ/v0799/91WrVqVOnTp1dnl5uX3xxRdZF1xwQbff/e53XYcMGTIgNze3+LPPPits3759ZdQxS/OmYXUiIiIiEolu3bqVDxo0qPiRRx5ZsHbt2tRjjjlm544dO5Y//fTTXxxzzDF9R4wYsSY9Pb3q/PPPX5a4fHd5+Q8j5iorK2stE9kSSo5EREREJBK5ubmlZ5111oobbrihyz//+c/2559//jdnn332ipEjR+6amZlZ9Zvf/GbZ9OnTi88999wdp0yZ8nksFnx0XbJkSXp6evpGq/AlloVD7SwjI0OLM0idaFidiIiIiETi8ccfbzNkyJABRUVFqR9++OGs/ffff/2wYcP6n3TSSSuOO+64FXPmzMm88cYbv/n222/TTj755B3Ly8vp2rVr+VlnnfWdu0+v3l566aXPu3btWhZf5u7TFy9e/MlBBx20y2OPPdYm6muV5KDkSEREREQiceKJJ66ZN2/ex7fddtvia6+9tusZZ5yx05133rnwzjvvXJqWluZlZWWWk5NTNX78+C8mTZrUeu+99+63cuXK1L/+9a+L4o+TlZVVVVRUlLp06dIfjYr6+OOPMz7++OMWu+yyS2njXpkkKw2rExEREWnGtvShrI1p+vTpWTfccEOXd999t9WJJ5644sUXX5y76667ln722Wfpb775ZpvbbrttEcDAgQNLp0yZMueUU07pPXv27MxDDz10ffxxhg0bVrz77ruv7969+8Cqqh+mJqWkpPCTn/xk5bBhwzY08qVJklJyJCIiIiKRyMjIqNpjjz02/OUvf1nYq1ev8hEjRuw8ZcqU1llZWVWHHHLI6l/84herq9v269evbNq0aZ+lpGw88CkrK8vfe++9uRUVFZSVlVl1eXp6ulfPUxKpC/21iIiIiEgk9t5775K99957SfX7yZMnf1FVVUVNCRBQa3m1WCxGLBbT4guy1TTnSERERESajM0lQCINSX99IiIiIiIiKDkSEREREREBlByJiIiIiIgASo5EREREmoMqwN3dNttSpAkI/1ad4G+3yVByJCIiIpL8vnH38vXr12dHHYhIXaxfvz7b3cuBpVHHEk9LeYuIiIgkuSFDhhRNnz798W+++eZcoH2LFi2KzUxLWkuT4+62fv367G+++Sa9srLyr0OGDFkbdUzxlByJiIiINA+3lJeXs2TJktPNLBvQEDtpitzdyysrK/8K3BJ1MImUHImIiIg0A0OGDKkC/jh9+vR7gC5o+oQ0TVXA0qbWY1RNyZGIiIhIMxJ+6GySHzxFmjp9oyAiIiIiIoKSIxEREREREUDJkYiIiIiICKDkSEREREREBFByJCIiIiIiAig5EhERERERAZQciYiIiIiIAEqOREREREREACVHIiIiIpJEzMy2pDysS9tEXaqZdTez1DqcO1ZDWavN7SfJQ8mRiIiIiCQFM/szcG8N5bsAX5nZPjXUpQKzzeyMuLLD45r0ABaFP6vrh9RwnFzgOzPrFVf2O+B9M8uqY/wPm9lv6tJWoqHkSERERESSxRPAOWb264TyB4AVwEc17HMc0Af4AMDMdgT+bWZn1nQCMzsamGZmw+LKDLgHeBf4xswyzSwT+CfQATizuix+q+Hw04Br4nugzOxlM1u9iW2zPVpSfzbqGhQRERERaUrMrCvQClgLPAh0MLN+YfUhwAiCJGincHTdIndfHyY1lwGfAhVmtnN4jNHAw2Y2FSiOO08f4G/A39z9vbgQLgJGhq831BDiuHCrIXS7DvgDUBVXXhI3CnAAkBO+fgh4H3i0utLdK2s4rjQQJUciIiIi0tTlAz9PKLst4f1Lca+PBCYAZwL7hmVzw5/PuPsvzOwo4Nf8eJjeFUABcE51gZkdCtwB/MfdRyUGZmYO7O3uH24i/seBp4Eyd38r3K87MN/dP4s7VvfwPJs6ljQgJUciIiIikgz+7u6nbqpBOFytPHydCdwOPOXupyS0+xkwFSgBqutOAWYBnwFnm9nDwDDgeWAJcKiZfVPLqSeYWUVC2Z3ufifwL4Khd38HuofJFEAq8KdwGN/PgZnAx8DeZrYbsBswyd0f39Q1S/1SciQiIiIizY67l5jZncAlcQkJwGHAdcBi4JOw7HaCoW05QDvgNwTD69YCfwQygb020XN0RG29Pe4+x8xuAh5z9+vDfU4G7gZuBM4COrj7HWb2AJDq7mvM7G9A363/DcjWUHIkIiIiIs2Su//JzJ4BXgf+D3iBICkC+Ke7/y1xn3Au02/C/T8CPjKzG4CjEpKseNNqWEn8Rne/wcxOIBi+lx8mRa8QDAm8zd2LE/a7DugKnL6Flyr1RMmRiIiIiCSDVnGLMNRmo5Xd3H2BmZUB37r7FwBhQtIhflnuON1qOfYrwPE1lG8A9gdmJJRXD7PbCTiXYJjc34AiYCHB6nc1qS0Bk0ag5EhEREREksHR4VZn4ep0AOlA57jV6iBYZOGO+gtvIzEzq3L3O8JY3gVGESwQkQNcb2a3JO5DOGdKoqHnHImIiIhIU/cqcIa7m7sbwWfY3wG9q8vC8lTgfmBBuN/ccNsFuDN8PTasuwU4oIbtR4s3xDmSoJcocYPg+Uc11R1jZilm9nPgf0BrgnlEecBVBL1NaXHnaEnc0uLS+NRzJCIiIiJNlpl1Ab4G3jCz/QAjeBbQKOAMM9vf3UvD5jHgS8Jlu8OECTMrJJjj82T4/iNgrru/U8P5ahq69zbBPKR/1THsSndfGx7vNeBQgmcYXQesI1iM4c2wPL6nqBswvY7nkAagniMRERERacrOAh50dyd4eOt54eszgR358dydVsClBM9F2pxHzcwTN2B2DW33Bh4GVtVxez9u3xvCGEcDy/ihV2mqu9+acJ49CBJBiYiSIxERERFpyk4DnkosdPelBKvAfQZgZlcBFwO/AM41s18l7mNmO5jZIeHba4D+NWw/qSWON+OH8NW2AT86r7u/RzDM77G4Nh3jmrwNPGhmRwA9gaFmlhFe8382+9uReqVhdSIiIiLSJJnZ/yOYL/RIWOTErUjn7i/GNR8CrHL3d8LnCj1gZlPd/VMgm6Cn6QFgXNh+qbvPqeGcjdp54O4zzWwlQW/Ts0AvgqF1p7n7/xozFlFyJCIiIiJN1xHAi+4+L3z/NXBmOPdoVVy7fgQr2Z0avr8Z+AaYHc4h6k0wV+lMd/+3mR0efxIzOwgYQDDc7RCCRRFK+bFDNvGco0Sf1lB2hpmdkVgY9hj9jWDI3WiCOUn3AgVmdiVwTziMUBqBkiMRERERaZLcfYyZtYgrGgeMBCbz41Xe1hMkGOPD/SoJFkAAmGNmpwLj3X0DNetJsFhCOlACXFtDQjIZ+Gkdwj4ZOK+G8icJHy4LtAe+NrMxBKvnvQ6c7O6rw/pzzewb4HaCB9fOQxqF5hyJSJNjZqeFE2NPjSs718zmmdkGM5toZjvF1Q01s4/MbJ2Z/dfMOsTV9TOzpfFlIiKSPNx9fdzrpe6+v7unJ8z1aenuv3X3qlqO8ff4xMjdB7n73+LeP+7uXdy9vbt3c/e7E/a/zd0PcvfVddjGuXtuQgiPApe6e0m4LQ7nHj0JnA4c7u7LE855IzAkrtdMGoGSIxFpUswsE7gpoewk4C7gemA4wbeFL8SNC3+a4H88+wOVwNVxu48D8hL/pyMiItJY3H2Nu39XQ/l37v5EbcPm3L2w4aOTeEqORKSp+T0wLaHsKoJlXJ9w9+nAOUAuMMLMOgIt3P0ed59JMNm2H4CZnUIwCffhRoteREREkpaSIxFpMsxsD4Jx2mPiytoAewITqsvcfTawFBhKMCE33cz2N7M0gocCzjaz1gRjtc/VRFYRERGpCy3IICJNQjic7u/Aze6+yMyqq3qHPxPHXC8Eurl7hZldRPCk8XTgQ4JnVNxMMPm2Tsughs+UyIgrytmqCxEREZGkpZ4jEWkq7gJWsPFTzVuGP4sTyouBTAB3fwxoS5As7UPwxPSfAreY2cNmtsjM3jKz3tTuamBN3KYnlIuIiGxnlByJSOTM7GzgeOCXNaw0VP2cifSE8kziEiZ33+DuS8NFGh4ArgDOJViStTfwPHDfJsK4FWgdt3XfqosRERGRpKXkSESagmsJnvkwz8xKzKwkLH+EYKgdQI+EfXoAX9VwrNHAWnd/CjgSeMjdK4C/EKxmVyN3L3X3ouoNWLv1lyMiIiLJSHOORKQpOJQfP8wPYDZB0jQeeAM4DJgEYGZ9CXp23ozfwcw6AXnAQWFRZtxxs4Hyeo9cREREmg0lRyISOXf/MrEsXJBhqbt/aWb5wK1m9hHBwgx3AS+7+ycJu90JPOLuc8L37wDXm9mNwG+B1xroEkRERKQZUHIkIsngPqAjwQNdM4EXgAviG5jZgcABwIC44uuBJ4ApwLsETyEXERERqZGSIxFpktzd4l47QaJz/SbaT+GHZb+ry5YTzDsSERER2SwtyCAiIiIiIoKSIxEREREREUDJkYiIiIiICKDkSEREREREBFByJCIiIiIiAig5EhERERERAZQciYiIiIiIAEqOREREREREACVHIiIiIiIigJIjERERERERQMmRiIiIiIgIUI/JkZkNNLPXzKzYzL4xs0fNrH1c/blmNs/MNpjZRDPbKa5uqJl9ZGbrzOy/ZtYhrq6fmS2NLxMREREREalv9dlz9AAwCRgK/BoYATwOYGYnAXcB1wPDgTTgBTOrPv/TwKPA/kAlcHXccccBee6+vB5jFRERERER+ZFYPR7rF+6+MHz9sZm1Bp4ws2zgKuBBd38CwMzOAWYBI8ysEGjh7veEdQ8A54evTwGygYfrMU4REREREZGN1FvPUVxiVK0kPH4bYE9gQlzb2cBSgl6mVUC6me1vZmnAKGB2mFzdDpzr7l5fcYqIiIiIiNSkPnuOvmdmRjC07gOgc1g8L6HZQqCbu1eY2UXAm0A68CHwE+BmYLy7/68O58sAMuKKcrbtCkREREREZHtT78lR2PszDjgYOBBoGVYVJzQtBjIB3P0xM3sWaOPuS81sCPBTYC8zexg4AvgCOMvdE5MsCOYo5dX3tYiIiIhI85ZfWBAj+LzaIm5rWcNrA9YkbKuB78bkDt3Q6IFLg6jX5MjMugPPAL2Bg9z9QzPbJ6xOT2ieSVzC5O4bgA3hIg0PAFcA5xIMz+tNMA/pPuCoGk59K5Af9z4H+HqbL0hEREREkl5+YUELYEDclgvsRjDCKfEz6tYcfzWwJG5bCMwApo3JHarPpEmk3pIjM+sLvAV8DAx092Vh1eLwZw/gy7hdegDP1nCo0cBad3/KzKYCvw6H3v0FuLGmc7t7KVAaF8s2XYuIiIiIJJ/8woIMgqSnOgGq/rkjQc9PQ2kTbrvVENNSgmkjU4FpwIdjcoeuaMBYZBvUZ8/RU8Bk4FR3r6oudPfFZjYfOIxgqe/qRKo7wTyj75lZJ4LhcQeFRZkEy35DsGpdeT3GKyIiIiJJLr+woAvBgl5HA4cCWdFGtJEuBLEdXV2QX1jwFUGiNA14HygYkzu0qubdpTHVS3JkZrsAQ4DbgJ0Sem6WEQx5u9XMPiJYmOEu4GV3/yThUHcCj7j7nPD9O8D1ZnYj8FvgtfqIV0RERESSV35hwZ78kHAMoWF7hRrCTuH28/D90vzCgn8STE95f0zuUK3UHJH66jnqEv78Zw11FxLMFepIsFBDJvACcEF8IzM7EDiAoPuz2vXAE8AU4F3g9HqKV0RERESSRH5hQSYwkiAZGkUwAqk56QL8LtwW5hcWPAs8MyZ36IfRhrX9qZfkyN2nsPmM/fpw29QxeieULQeO3OYARURERCTp5BcW7A+cBxxLsGLc9qAncBlwWX5hwZcEvUnPjMkd+nG0YW0fGuQ5RyIiIiIiWyO/sCAbOIUgKRoUbTSR6wNcA1yTX1gwG3gEeHBM7tB10YbVfCk5EhEREZHI5RcWdAcuBn5NsPKb/Fh/4A7gqvzCgruBe8fkDl0TbUjNj5IjEREREYlMfmFBP+BKgt6itM00F2gP3EQw7O5e4G4tDV5/lByJiIiISKPLLyzYC7iWYD5Rsq021xS0Bq4DLs4vLHgAGDsmd+i3EceU9JQciYiIiEijyS8s6Aj8CTgDJUX1oSVwOXBBfmHBw8CfxuQOXRxxTElLyZGIiIiINLj8woJUgudW/hHNKWoIWQRLgf82v7Dg/4Dfa07SlkuJOgARERERad7yCwv2A6YRPPuyTbTRNHvpBM8ZnZ1fWPDzzTWWH1PPkYiIiIg0iHAI3e3AmWgIXWPrAvwjv7DgV8B5Y3KHfhV1QMlAyZGIiIiI1Kv8woIUfhhC1zbicLZ3hwOF+YUFeQSLNlRFHVBTpmF1IiIiIlJv8gsLBgFTgftRYtRUZBEsgjElv7CgT9TBNGVKjkRERESkXoRDuN4HhkQdi9Rof2BmfmHB+fmFBRrmWAMlRyIiIiKyTfILC9LzCwseBB4BMqOORzapBcHCGK/mFxZ0ijqYpkbJkYiIiIhstfzCgu7A28DoqGORLXIY8EF+YcGAqANpSpQciYiIiMhWyS8sOBiYAewTdSyyVXoB7+UXFhwZdSBNhZIjEREREdli+YUFVwCvAx2jjkW2SSvgpfzCggujDqQp0FLeIiIiIlJn+YUFOcCjwAlRxyL1JhX4c35hwa7ARWNyh1ZGHVBU1HMkIiIiInUSLgM9FSVGzdX5wH/yCwtaRx1IVJQciYiIiMhmhYnRJKBfxKFIwzqcYB5S76gDiYKSIxERERHZpPzCgp2At4DuUccijWI3gpXshkUdSGNTciQiIiIitQp7EN4CekQdizSqjgTPQtquViLUggxJpuLGS6MO4XuxvLFRhyAiIiINKL+wYEeCxKhn1LFIJFoC/80vLDhwTO7QWVEH0xjUcyQiIiIiG8kvLOhJMMdox4hDkWi1B14LE+VmT8mRiIiIiPxIXGLUK9pIpInoRpAgNftnWik5EhEREZHv5RcW9CAYSrddrlYmteoLTMgvLGgVdSANScmRiIiIiACQX1jQhSAx2inqWKRJGgy8mF9YkBl1IA1FyZGIiIiIkF9YkA6MB/pEHYs0aSOAf+QXFqRGHUhDUHIkIiIiIgDjgKFRByFJ4VjgL/mFBRZ1IPVNyZGIiIjIdi6/sOA84NdRxyFJ5UzgmqiDqG9KjkRERES2Y/mFBQcAd0cdhySlG/ILC/aNOoj6pORIREREZDuVX1jQGXgWSIs6FklKMeCp/MKCnKgDqS9KjkRERES2Q+F8kSeAHaKORZLaTsB9UQdRX5QciYiIiGyfrgIOizoIaRZOzy8s+GXUQdQHJUciIiIi25n8woJhwB+ijkOalQfyCwt6RR3EtlJyJCIiIrIdyS8saA08TTBfRKS+tAaeTPbnHyk5EhEREdm+3Aj0jDoIaZb2B66NOohtoeRIREREZDuRX1gwADg/6jikWbs+HLaZlJQciYiIiGw/7kXD6aRhpQJP5BcWZEYdyNZQciQiIiKyHcgvLDgRODjqOGS7sBMwJuogtoaSIxEREZFmLr+wIBsYG3Ucsl25Or+wIOmeoaXkSERERKT5uxroEXUQsl1pCdwSdRBbSsmRiIiISDOWX1iwE3B51HHIdumM/MKCPaMOYktoQp40mJfnnRd1CN8b1Xtc1CGIiIhE5S4gI+ogZLuUQjCcc2TUgdSVeo5EREREmqn8woIjgGOijkO2awfnFxYcEnUQdaXkSERERKQZyi8sMCA/6jhEgJuiDqCulByJiIiINE9HAv2jDkIE2C+/sOCoqIOoCyVHIiIiIs3TRVEHIBLnD2FvZpOm5EhERESkmckvLOgHHBZ1HCJxBgNNvvdIyZGIiIhI8/M7oMl/Sy/bndFRB7A5So5EREREmpH8woI2wOlRxyFSgyPzCwu6Rh3Epig5EhEREWlezgZaRB2ESA1SgV9FHcSmKDkSkSbDzH5uZjPNrNjMFprZdWZmcfXnmtk8M9tgZhPNbKe4uqFm9pGZrTOz/5pZh7i6fma2NL5MRKQ5yi8sSAUuiDoOkU04qykvzKDkSESakn7ArcBQ4GbgBsLxyWZ2EsFT3q8HhgNpwAtmVn0fexp4FNgfqASujjvuOCDP3Zc3/CWIiETqWGDHqIMQ2YSdgJFRB1GbWNQBiIhUc/cb495+bGbHAP8PeBC4CnjQ3Z8AMLNzgFnACDMrBFq4+z1h3QPA+eHrU4Bs4OFGuxARkej8LuoAROrgbODNqIOoiXqORKQpSwFWmFkbYE9gQnWFu88GlhL0Mq0C0s1sfzNLA0YBs82sNXA7cK67e2MHLyLSmPILC/YARkQdh0gdHJdfWNAu6iBqop4jEWlyzKwF8AuCxGcE0DusmpfQdCHQzd0rzOwigm+h0oEPgZ8QDM0b7+7/q8M5M4CMuKKcbboIEZHGd1LUAYjUUQZwGnBP1IEkUs+RiDQpZlYCrCOYX3SBu38MtAyrixOaFwOZAO7+GNCWIFnah2DM/U+BW8zsYTNbZGZvmVlvanY1sCZu+7r+rkpEpFE0+QdsisT5ddQB1ETJkYg0NYMIeoyuBu4xs1uA0rAuPaFtJnEJk7tvcPel4SINDwBXAOcCJQS9T88D99Vy3luB1nFb93q4FhGRRpFfWNCN4P4pkix2zy8s2CfqIBJpWJ2INCnuPid8+YGZFRMspHB/WNYD+DKueQ/g2RoOMxpY6+5PmdlU4Nfh0Lu/ADfW0B53L+WHJIy4FcRFRJLBT6IOQGQrHAtMjTqIeOo5EpGmrAIwgmFu84HDqivMrC9B786PVrsxs05AHuFqdQS9S2nh62ygvEEjFhGJhpIjSUYHRx1AIiVHItIkmFkrM3vczP6fme1uZqcCfwKedvd1QD5wkZmdaGZ7AX8FXnb3TxIOdSfwSFwP1DvA9Wa2J/BH4LXGuSIRkcaRX1iQDhwadRwiW2Hv/MKClptv1ng0rE5EmooSgh6exwnm/CwA7gXGhvX3AR0JHuiaCbxAwlPgzexA4ABgQFzx9cATwBTgXeD0BrsCEZFojOCHhWtEkkmM4MHuEzbXsLEoORKRJsHdy4BfbqLeCRKd6zfRZgo/LPtdXbYcOLKewhQRaYq0Sp0ks4NpQsmRhtWJiIiIJDclR5LMmtS8IyVHIiIiIkkqv7CgL7Bz1HGIbIPB+YUFraIOopqSIxEREZHkpWHDkuxSgQOjDqKakiMRERGR5LV31AGI1IMmM7ROyZGIiIhI8hoYdQAi9UDJkYiIiIhsvfD5RrtGHYdIPRiYX1jQNuogQMmRiIiISLLajeD5cCLJLoUfP6MwMkqORERERJKThtRJc9Ir6gBAyZGIiIhIssqNOgCRetQr6gBAyZGIiIhIstol6gBE6lGvqAMAJUciIiIiyUoPf5XmpFfUAYCSIxEREZGkk19YYMBOUcchUo96RR0A1HNyZGa7m9l0MxueUH6Cmc02sxIzm2ZmQ+Lq+prZO2a2Lvy5U1xdBzNbamb96jNOERERkSTXDciKOgiRetQjv7Ag8o6begnAzAab2TPAB8DghLr9gH8A/wfsCywC/mtmLcMmDwHvAMOAWcAdcbvfATzq7nPqI04RERGRZqJP1AGI1LN0oGvUQdRXdnY8UAaMqqHucuA/7n63u88EzgJaAyeG9XsDf3D3j4G7gX4AYe/TCOCP9RSjiIiISHPRPuoARBpAr6gDqK/k6PfufhrwVQ11BwMTqt+4+2pgBjA0LFoEHG1mqcCxwGwziwEPABe7e/HmTm5mGWbWqnoDcrbpakRERESaNg2pk+aoV9QB1Ety5O5eU7mZtQXaAPMSqhYSjJUFuIhgyF058CvgauBiYJ67v1jHEK4G1sRtX9c9ehEREZGko+RImqNeUQfQ0JOequcVJfb+FAOZAO7+KtAJ6AnsCmwgGIp3iZndZmbzzWyqmQ2mdrcSDNWr3rrX3yWIiIiINDnZUQcg0gA6RB1ArIGPXxr+TE8ozyQuYXL3MsLeHjO7B7gHOJAgWdoVOBJ4AhhQ00ncvTTuXJhZ/UQvIiIi0jSp50iao8ScodE1dM/RcoKkpUdCeQ9qmJ9kZkcAuwF3EiREj7h7qbs/D3QyszYNGq2IiIhIclByJM1RWtQBNGhy5O5VwPvAYdVlZtYaGAK8Gd/WzDKB+4Dzw56kTMJfkJmlABlARUPGKyIiIpIklBxJcxR5z1FDD6sDuAsYb2ZTgALgeuBz4L8J7a4Bprr7xPD9O8BlZrYAOBr4xN3XNUK8IiIiIk2dkiNpjiLvOWrw5MjdXzSziwiSorbARGCUu1dWtzGzXYDRwMC4Xe8FBgFvAYXA6Q0dq4iIiEiS0IIMjSSrbO2CtNSyNWkVMdLTKyyWXh6MaZJ6V+W2JuoY6jU5cvf5wEarIbj7/cD9m9hvLtA5oWwDcHJ9xiciIiLSTKjnqBF0W/bdrOOmTOr++ZCKBfP7Ve5uG7I22PIWK9JKs4oyytI2pFemlWdUxUjzlJQ0Iy0Wq0pLzyyvSssqJS2znLSM8pTU9PJYalplWmqsMiMltTLTUj3bzFsAOWakRn2NTcxnwWNPo9MYw+pEREREpH4pOWpg7dasmXf8lMmdDGvVb3ragTvOTl36wREbFpV0Ld73R8skx6tMKbN12d9YUc7KlO9arbc1rcptbUu39VmpVpqeTmVqB8PaVjdPiVVsiGWUr03LLF+fllG2IS2rrDQ9q6wsLbOsIi2rrDIts8zTMstIyyhPiWWUp6amVaSlxirTU2JVmZZSlW0p3ydZkQ9HqyeVm2/SsJQciYiIiCSfqqgDaM5abCj+9uQ3X0+zuOfuZBWndDlofGaXhbtWFMzau7w3KT8e9QRAalW6t17X01uv61nVY2nNB69ILba1Lb61opxVKatbFZetyalIWdsy1Va1yOLbtm2oTOlkWKstiTcltbI0llG+NpZRXpyWWVaclllempZVWpoeJFkVaVllVemZZRbLKLfvk6y0yvSU1MrMlNSqrDDJamkWPIc0QjXmnI1JyZGIiIhI8vku6gCaq/SysjWnvzqhKMV9l5rqe34WG9plXuqaaYeWvl3U3odjG08p2aRYZba3LertbYt6V+24uOY2ZbEiW9vyu5Q1OattTasNKWtaVdraFjHbkJlNWVpbqlJ2MOz73sOqytSMsuLUjLLibcttLKWqPJZevi6WUb4uLatsQ1pmWUl6ZllpWlZZeVpWWWV6ZllVWmYZscxyi6WXp8bSK2KpaRXpKbGqjJTUqiyzqhYYLc22ek5cyTZdQD1QciQiIiKSfL6NOoDmKLWysuTMCa/MT6usHLipdmll1nrYfzMP+K5b5cz/HVTWylPpXa+BpFe08varW1W2X117m5L0lba25bKUNa3W2OpWJSlrcqpsXYs025DRkvK0drh1NmyLlsb2qpS08pKMtuUlGW03bMvSCOaVsfTydWkZ5etiQU9WSVpWWWl6Zml5WlZZRXpWdZJVZmkZ5SmpaRWx1LTK9Mry1MXZ7bbhvPVAyZGIiIhI8lHPUT0zr6o87bUJMzPLy/at6z6dFqcOPPTpzNKZB5ZN+q5H1f405tyfzLJ2nrmyXWXHlTXXO86GzO9SiloutzWtilJWtyq1ohxsXXa6lWS0pCLWAbdOhtX/ohBuqRWl6a0rStNbU9RiS/Z84ZC8eo9miyg5EhEREUk+6jmqZydNnPheq+LiA7Z0v9Qqyxg8KeOgNe2q5k77f6VlFekMaIj4tphhZJd0qsou6cQOy2te6aCKSivOXmJFOSttTc7alNWtyqyoJbY+O8NKMlpREesAdDRsy4YObr1VjXSeWik5EhEREUk+So7q0VHvvTu58+pVI7blGK1XpuxyyD8yq+bsXT55Qb/KIRgt6yu+BpNCqrcs7uoti7vS9duaE6jKlDJbn/2tFeWsTFmds87WtCq3opYptj4700rTW1OZ2tGw+hoMt7yejrPVlByJiIiIJB8Nq6snB8z8aHKfpUu2KTGqZlhK/2npI3acVbXkgyNKZ5e2YO/6OG6kUqvSvdW6Ht5qXY+q7nVbgc+qV+ArzsqiLH1LVuCLPOlXciQiIiKSfCL/ENkcDJr7+XuDvpi7xUPpNid7fUrXg/+d1XV+/4r35uxVvgtGx/o+R5NSfyvwLWncwDem5EhEREQkyYzJHVqUX1hQApE/lyZp7fz1ohkHfDxzL4OUhjpHr9mxYV2/Sl017bDSd9a28+ENdZ6ksPkV+BxYCCMbL6YaNNgfg4iIiIg0KA2t20pdly+bfeQHBbsYbNFS11sjvdTa7v9y5vBBk9L/Z5UsaOjzJbHvRvUeVxx1EEqORERERJKThtZthbZFRQtOmDypg0FOY553h4Wpex76j8xOHb9OmYRT0ZjnThJfRR0AKDkSERERSVaLog4g2bTYsOG7k994LcWIZg5QaqVlDZmYcdDQVzK+TC1nVhQxNGFfRh0AKDkSERERSVYfRh1AMkkvK1tz+quvrEp17xF1LG2Wp+x66D8yd+3xWepknPVRx9NEqOdIRERERLbaB1EHkCxSKytLz3j1lXlplZW7Rh1LNXNLHfBB+ogDns9YlVGsRBeaRk+akiMRERGR5DQNqIo6iCbPverU11/9X1ZZ2aCoQ6lJi7Up3Q/+V9ZefafH3sWjfwhqhN6NOgBQciQiIiKSlMbkDl0LzI46jqbupLcmvtN6/fqhUcexOTt9mrb/yGczU1qusneijiUCC0f1Hvd11EGAkiMRERGRZKahdZvwk4L3Ju2wauWBUcdRV+ml1m74S5nDB05Om25VLIw6nkbUJHqNQMmRiIiISDJTclSL4R/PnLLz4sUHRR3H1uiyIDbk0KczO7RfkjIZpzLqeBqBkiMRERER2WZKjmow8Iu57+859/PhUcexLVIrLXvvNzJG7Dsh/fPUcuZEHU8DU3IkIiIiItusELQUdLw+i7/+34EzPxpizeRzbttlqf0P/UfmLt3npk7G2RB1PA1gLfBJ1EFUaxZ/NCIiIiLbozG5QyvR846+12XF8jk/KXi/j0F61LHUJ3NLzX0/fcQBL2QsS9/AjKjjqWcFo3qPazJDB5UciYiIiCQ3Da0D2q4tWnDCpLfaG7SKOpaG0qIopefIf2YN3uV/sXdwVkYdTz1pMkPqQMmRiIiISLJrUh8uo5C9YcOyk19/jRToGHUsjaHPJ2nDD/5nZlWL1dYc/ts3qWtQciQiIiKS3F5nO553lF5eXnTGq6+sSHXfMepYGlNGiXU44MXM/fd4O+1Dq6JJPCNoK5QA70cdRDwlRyIiIiJJbEzu0A3AK1HHEYXUysrSMyb898u0ysp+UccSla7zYnsd8o/Mtu2WpkzGqYo6ni30yqje45pUYq/kSERERCT5/SvqABqde9Upr786I6usbM+oQ4larMJa7PN6xoh9Xkufk1LB51HHswX+GXUAiZQciYiIiCS//xAMUdpunDjprXfarF+/X9RxNCXtvk3d7dCnM3fq+mXqZLzJ/z2UAC9FHUQiJUciIiIiSW5M7tB1wISo42gsR3xQMKnLyhUHRh1HU5TiFtvj3fQRw1/M+CathP9FHc8mTBjVe9y6qINIpORIREREpHl4KuoAGsOwTz6e0vfrRQdFHUdT13JNSq9Dns3as8/M2Ns4q6OOpwZPRx1ATZQciYiIiDQPLwKrog6iIe3+5ZcFQz7/bHjUcSSTXWamHXDQvzLLs9fYe1HHEmcV8ELUQdREyZGIiIhIMzAmd2gp8I+o42govZcs+eigj2bsafr8usUyN1jHA1/IHJb7btpUq2JJ1PEA/xjVe1xp1EHURH9cIiIiIs3H36IOoCF0Xrnis1Hvv9vbICPqWJJZ9y9j+xzyTGZO228jX/b7bxGee5OUHImIiIg0E2Nyh04FZkcdR31qs3btohPfmtjWoHXUsTQHsXLL2ffVjBF7vZ4+K6WCuRGEMGtU73FTIzhvnSg5EhEREWleHog6gPqSXVKy7JTXX61KgU5Rx9LcdPgmNffQpzN7dfkqdRJOYw5xu7cRz7XFlByJiIiINC8PA0ujDmJbpZWXrz19wn+Xp7rvGHUszVWKW9rAd9IP2v+ljCVppcxshFMuBh5thPNsNSVHIiIiIs3ImNyhJcDtUcexLVKqKsvOePWVuemVlf2jjmV7kLM6pffIZzL32OmT2Ns4axrwVHc01YUYqik5EhEREWl+HgK+iTqIreJedcrrr03PLi0dHHUo2xPDrO//0g446N+ZJVlrraABTvEtwd9lk6bkSERERKSZGZM7dAPwp6jj2BonTJ70dtt16/aLOo7tVWaxdR7xXObQAe+nfUBVvSbYY0f1HrehHo/XIJQciYiIiDRPDxJ8W580Dp/6weRuK5aPiDoOgR5zY/se8kxmdpvvUqbg+DYebgVJslCIkiMRERGRZijsPboj6jjqar/CT97eddFCJUZNSFq5tRo6IePAIW+mf5JSyZfbcKi7RvUet67eAmtASo5EREREmq8HgO+iDmJzBnz11Qd7fTZnWNRxSM06Lknd49CnM3t0np8yCadsC3dfTRNfvjuekiMRERGRZmpM7tBi4M6o49iUXkuXzBz5v+kDDVKjjkVql1Jl6XtOyTho2MsZi2JlfLIFu947qve4ogYLrJ4pORIRERFp3u4HlkUdRE06r1z5+dHvvdvLIDPqWKRuWq1K6XPIPzJze30am4KzuaRnJXB3I4RVb5QciYiIiDRjYe/RTVHHkaj1unVfn/jWm60NWkcdi2wZw6zf9LQDR/w7Y33mOvtgE02vGtV73MpGC6weKDkSERERaf7uB96NOohqWSUly099/dWKFOgcdSyy9bKKU7ocND5z390+SCugaqOVEd8H/hJFXNtCyZGIiIhIMzcmd2gVcBYQ+XNm0srL153x6ivfpVZV9Yo6FqkfPT+LDT3k2czM1svt7XDZ70rg3FG9x23rEuCNTsmRiIiIyHZgTO7Qz4HfRxlDSlVV+emvvvJZekXFblHGIfUvrcxa7/ffzAMGT0z/OHO93Tyq97iZUce0NZQciYiIiGw/7iIY7tT43P3kN16b1qK0dEgk55dG0WlxaquD/p35p6jj2FpKjkRERES2E3HD60oa+9zHT5k8pd3atXqWUfPmwK9jeWPXRx3I1lJyJCJNgpkNNLPXzKzYzL4xs0fNrH1c/blmNs/MNpjZRDPbKa5uqJl9ZGbrzOy/ZtYhrq6fmS2NLxMR2Z6NyR06B7ihMc952LSpk7ovXzaiMc8pkXgwljf2raiD2BZKjkSkqXgAmAQMBX4NjAAeBzCzkwiGglwPDAfSgBfMrPoe9jTwKLA/wSTQq+OOOw7Ic/flDX8JIiJJ405gamOcaN9PC9/uv3DBQY1xLonUfOCKqIPYVrGoAxARCf3C3ReGrz82s9bAE2aWDVwFPOjuTwCY2TnALGCEmRUCLdz9nrDuAeD88PUpQDbwcONeiohI0zYmd2hlfmHBWcB0IKOhzrPbvHlT95kzW0Ppmr9S4OexvLHrog5kW6nnSESahLjEqFoJwT2qDbAnMCGu7WxgKUEv0yog3cz2N7M0YBQwO0yubgfOdffNLiVqZhlm1qp6A3Lq4bJERJqsMblDP6UBh9ft+M3Sjw+Z8eHuBqkNdQ5pMn4byxvbKD2RDU3JkYg0OWZmBEPrPuCHBwTOS2i2EOjm7hXARcCbBN9c7QXcBtwMjHf3/9XxtFcDa+K2r7flGkREksTtwD/r+6CdVq2ce8y77+xokFXfx5Ym575Y3ti/RR1EfVFyJCJNStj78xBwMHAB0DKsKk5oWgxkArj7Y0BbgmRpH2BH4KfALWb2sJktMrO3zKz3Jk59K9A6buteP1ckItJ0jckd6sDpQEF9HbPVunVfnzRxYo4F91Jp3iYDl0QdRH1SciQiTYaZdSdYlOEo4CB3/5CgNwggPaF5JnEJk7tvcPel4SINDxBMCj2XYHheb+B54L7azu3upe5eVL0Ba+vlokREmrgxuUNLgGPZuId+i2WVlKw49fVXy1PwHbY9MmniFgEnxvLGVkQdSH1SciQiTYKZ9SUYRlcEDHT36rHLi8OfPRJ26QF8VcOhRgNr3f0p4EjgoXDo3V8IVrMTEZEEY3KHfkfwxdTqrT1GrKJi/emvvvJNrKpqU7300jxsAH4ayxu7LOpA6puSIxFpKp4i6J4/yt2/v9m6+2KC5UEPqy4LE6nuBPOMiCvvBOQRrlZH0LuUFr7OBsobKHYRkaQ3JnfobOBnbMW9MqWqqvyMV1+ZnVFRMaD+I5Mm6JxY3tgZUQfREJQciUjkzGwXYAgwHtjJzHaO21oD+cBFZnaime0F/BV42d0/STjUncAj7j4nfP8OcL2Z7Qn8EXitUS5IRCRJjckd+ibw2y3ayd1/+cbrU1uUlOzVMFFJEzM2ljf2yaiDaChKjkSkKegS/vwnMDdhO41grlA+wQNd3wIWhOXfM7MDgQMIkqBq1xM8v2MKwSINzWrSqIhIQxiTO/QRgkVq6uS4t6dMab+2SMOWtw8PAJdHHURD0kNgRSRy7j4FsM00uz7cNnWM3gllywnmHYmIyJa5FugDnLSpRod8OG1Sj2XfHdQoEUnUHgDOj+WN3eyzA5OZeo5ERERE5EfCJb7PIGFuZ7x9Zs96Z8CC+Qc1WlASpe0iMQIlRyIiIiJSg3CJ76OAFxPr+s+fN3XfWZ8ObfyoJALbTWIESo5EREREpBZjcoeWAicA/6gu6/Htt58cOv3D3U3TM7YH21ViBEqORERERGQTxuQOrQBOAR7usHrVlz99Z0p3g6yo45IGt90lRqCMX0REZPuz8uKoI/hBu7ujjkDqYEzu0CrgnHW3XJ1ncEPU8UiDux+4cHtLjEA9RyIiIiJSRy2vufVG4FygMupYpEGUE/QWXbA9Jkag5EhEREREtkAsb+yDwLHA+qhjkXr1LXBILG/suKgDiZKSIxERERHZIrG8sf8BRgALo45F6sU0YK9Y3ti3ow4kakqORERERGSLxfLGTgcGAeMjDkW2zd+AA2N5Y7+OOpCmQAsyiIiIiMhWieWNXQWcUHHjpaOBu9AqdsmkArg0ljf2z1EH0pSo50hEREREtkksb+z/AXsBn0Qdi9TJMuAwJUYba7TkyAJ5ZrbEzNab2Xgz6xDWjTKzz82syMyeMrPMuP1GhnUZjRWriIiIiGyZWN7YWcA+wHY9oT8J/BvIjeWNnRR1IE1RY/YcXQ78DhgNHAb0Bx4zs1bAYwRr5h8M7AT8BsDM0gn+gV3g7qWNGKuIiIiIbKFY3tiSWN7Y84HjgJVRxyM/shz4eSxv7M9ieWO/izqYpqpRkiMzSyFIjm5y95fc/T1gDPATYFfgS3d/yt2nA48D/cJdLwc+dvfXGiNOEREREdl2sbyxzwMDgeciDkUCzwK7xfLGPht1IE1dYy3IsDvQAZgQVzYJqAL6Ajub2a4Ey0EeDrxuZr0JepoGN1KMIiIiIlJPwtXPjq+48dKDCRZrGBhxSNujLwke6vpq1IEki8YaVrdT+HNedYG7byCYDNYFuBOYRfAwsXTgYeDPwO3uvnhzBzezDDNrVb0BOfUcv4iIiIhshVje2LcIvuweDWg4V+MoBW4kmFukxGgLNFbPUUugqoZ5Q8VAprv/0czuDV8vM7OfAjsCfzezfwFDgQ+Bs919eQ3HvxrI29rgxuQO3dpdG10sb2zUIdTZqN7JMx/zzRsnRh3C9w7JG7n5Ru3ubvA4RERE6kssb2wV8FDFjZf+A/g9weig9GijapYqgaeAG2N5Y7+MOphk1Fg9R6VAipklJmOZBAkS7r42TIxaAHcD5wJ/Aj4AehF0C95Yy/FvBVrHbd3rOX4RERER2UaxvLFFsbyxlwMDgBeijqcZqQAeBXaN5Y09XYnR1musnqPqoXHdgfkQDIUDOgJfJbS9Hpjo7u+a2XMEK9VVmNkjwN9rOnjYI/V9r5SZ1W/0IiIiIlJvYnljvwB+WnHjpSMIFuD6CaAPcFuunGAxs1tieWMTP1PLVmis5GgGsIFgCe+Hw7IR4c8p1Y3MbDfgDCA3LMoE0sLX2QR/ACIiIiLSDMTyxk4GJlfceOkuBEPtziSYjiGbVgb8Dbg1ljd2frShNC+Nkhy5+wYzewD4g5ktBNYRDJ170N3j18B/ALg+bl7RO8DNZvYQwfhULektIiIi0szE8sbOBS6suPHS64BfAxcSTKuQH1sNPAncEcsbuzDiWJqlxuo5ArgGyCJYZ72S4D/s5dWVZnY6kMEPPUsAF4TtJgMvA7c0VrAiIiIi0rhieWPXAPkVN156D3AscBFwYLRRRa4ceAV4Angpljc2cYEzqUeNlhyF84LOC7ea6h8nGDMZX/YVMKzhoxMRERGRpiKWN7YSGA+Mr7jx0oHAycCJQO9IA2tc0wgSoqdjeWNrWq1ZGkBj9hyJiIiIiGyRWN7YmcBM4MqKGy8dQpAknQDsHGlgDWMhwQJkj8fyxs6JOpjtkZIjEREREUkKsbyx04HpwFUVN17aFzgq3A4gOZ+btIxgcbLJ4fZJLG+sRxvS9k3JkYiIiIgknVje2M+Bz4G7Km68NAfYHxgCDA63XtFFV6tv+CERmhzLGzsr4ngkgZIjEREREUlqsbyxa4EJ4QZAxY2XtiVIkuITpp1pnOcpVQLzgM/CbRbwTixv7GeNcG7ZBkqORERERKTZieWNXQW8GW4AhD1MOwKdgI7hz041vO8ApBA8T6g0/Jm4lQIlBL1BC4FF4c+FwFexvLF6PmcSUnIkIiIiItuFsIepMOo4pOlKiToAERERERGRpkDJkYiIiIiICEqOREREREREACVHIiIiIiIigJIjERERERERQMmRiIiIiIgIoORIREREREQEUHIkIiIiIiICKDkSEREREREBlByJiIiIiIgASo5EREREREQAJUciIiIiIiKAkiMRERERERFAyZGIiIiIiAig5EhERERERARQciQiIiIiIgIoORIREREREQGUHImIiIiIiABKjkRERERERAAlRyIiIiIiIoCSIxEREREREUDJkYiIiIiICKDkSEREREREBFByJCIiIiIiAig5EhERERERAZQciYiIiIiIAEqOREREREREACVHIiIiIiIigJIjERERERERQMmRiIiIiIgIoORIREREREQEUHIkIiIiIiICKDkSEREREREBlByJiIiIiIgASo5EREREREQAJUciIiIiIiKAkiMRERERERFAyZGIiIiIiAig5EhERERERARQciQiIiIiIgIoORIREREREQGUHImIiIiIiABKjkRERERERAAlRyIiIiIiIoCSIxFpYsxsdzObbmbDE8pPMLPZZlZiZtPMbEhcXV8ze8fM1oU/d4qr62BmS82sX2Neh4iIiCQfJUci0iSY2WAzewb4ABicULcf8A/g/4B9gUXAf82sZdjkIeAdYBgwC7gjbvc7gEfdfU7DXoGIiIgkOyVHItJUHA+UAaNqqLsc+I+73+3uM4GzgNbAiWH93sAf3P1j4G6gH0DY+zQC+GPDhi4iIiLNgZIjEWkqfu/upwFf1VB3MDCh+o27rwZmAEPDokXA0WaWChwLzDazGPAAcLG7Fzdk4CIiItI8xKIOQEQEwN29pnIzawu0AeYlVC0EuoWvLwKeAZ4GvgCOAi4G5rn7i3U5v5llABlxRTl1DF1ERESaCfUciUhTVz2vKLH3pxjIBHD3V4FOQE9gV2ADwVC8S8zsNjObb2ZTzWwwtbsaWBO3fV1/lyAiIiLJQMmRiDR1peHP9ITyTOISJncvc/evwx6oe8LtQIJkaVfgFuCJTZznVoJ5TNVb93qJXkRERJKGkiMRaeqWEyRIPRLKe1DD/CQzOwLYDbgTOBJ4xN1L3f15oJOZtanpJGGbouoNWFt/lyAiIiLJQMmRiDRp7l4FvA8cVl1mZq2BIcCb8W3NLBO4Dzjf3csIepfSwroUgjlFFY0TuYiIiCQbLcggIsngLmC8mU0BCoDrgc+B/ya0uwaY6u4Tw/fvAJeZ2QLgaOATd1/XSDGLiIhIklFyJCJNnru/aGYXESRFbYGJwCh3r6xuY2a7AKOBgXG73gsMAt4CCoHTGytmERERST5KjkSkSXH3+YDVUH4/cP8m9psLdE4o2wCcXM8hbiS/sKChT1FnY3KHbr6RiIiI1EhzjkRERERERFByJCIiIiIiAig5EhERERERAZQciYiIiIiIAEqOREREREREACVHIiIiIiIigJIjERERERERQMmRiIiIiIgIoORIREREREQEUHIkIiIiIiICKDkSEREREREBlByJiIiIiIgA9ZwcmdnuZjbdzIbXUHeCmc02sxIzm2ZmQ+Lq+prZO2a2Lvy5U1xdBzNbamb96jNWERERERGRePWSHJnZYDN7BvgAGFxD/X7AP4D/A/YFFgH/NbOWYZOHgHeAYcAs4I643e8AHnX3OfURq4iIiIiISE3qq+foeKAMGFVL/eXAf9z9bnefCZwFtAZODOv3Bv7g7h8DdwP9AMIeqBHAH+spThERERERkRrVV3L0e3c/DfiqlvqDgQnVb9x9NTADGBoWLQKONrNU4FhgtpnFgAeAi929uJ7iFBERERERqVGsPg7i7l5bnZm1BdoA8xKqFgLdwtcXAc8ATwNfAEcBFwPz3P3FzZ3fzDKAjLiinDqGLiIiIiIiAjTOanXV84oSe3+KgUwAd38V6AT0BHYFNhAMxbvEzG4zs/lmNtXMNprPFLoaWBO3fV2/lyAiIiIiIs3dFiVHZlYRv9Vxt9LwZ3pCeSZxCZO7l7n712Ev1D3hdiBBsrQrcAvwRC3nuJVgDlP11r2OsYmIiIiIiABbPqwudyvOsZwgQeqRUN4DmJ7Y2MyOAHYDfgk8CTzi7qXA82b2sJm1CecsfS+sL407xlaEKSIiIiIi27Mt6jly9znxWx33qQLeBw6rLjOz1sAQ4M34tmaWCdwHnO/uZQS9S2lhXQrBvKK69liJiIiIiIjUWb0syFAHdwHjzWwKUABcD3wO/Deh3TXAVHefGL5/B7jMzBYARwOfuPu6RopZRERERES2I42SHLn7i2Z2EUFS1BaYCIxy98rqNma2CzAaGBi3673AIOAtoBA4vTHiFRERERGR7U+9JkfuPh+occKPu98P3L+JfecCnRPKNgAn12OIIiIiIiIiNWqMpbxFRERERESaPCVHIiIiIiIiKDkSEREREREBlByJiIiIiIgASo5EREREREQAJUciIiIiIiKAkiMRERERERFAyZGIiIiIiAig5EhERERERARQciQiIiIiIgIoORIREREREQGUHImIiIiIiABKjkRERERERAAlRyIiIiIiIoCSIxEREREREUDJkYiIiIiICKDkSEREREREBFByJCIiIiIiAig5EhERERERAZQciYiIiIiIAEqOREREREREACVHIiIiIiIigJIjERERERERQMmRiIiIiIgIoORIREREREQEUHIkIiIiIiICKDkSEREREREBlByJiIiIiIgASo5EREREREQAJUciIiIiIiKAkiMRERERERFAyZGIiIiIiAig5EhERERERARQciQiIiIiIgJALOoARJqCQ/JGRh2CiIiIiERMPUciIiIiIiIoORIREREREQGUHImIiIiIiABKjkRERERERAAlRyIiIiIiIoCSIxEREREREUDJkYiIiIiICKDkSEREREREBFByJCIiIiIiAkAs6gBERERq8/K886IOAYBRvcdFHYKIiDQC9RyJiIiIiIigniMREZF68eaNE6MOAYBD8kZGHYKISNJSz5GIiIiIiAhKjkRERERERAAlRyKSJCyQZ2ZLzGy9mY03sw5h3Sgz+9zMiszsKTPLjNtvZFiXEV30IiIikgyUHIlIsrgc+B0wGjgM6A88ZmatgMeAG4CDgZ2A3wCYWTowDrjA3UsjiFlERESSiBZkEJEmz8xSCJKjm9z9pbBsDPBfYFfgS3d/Kix/HBgQ7no58LG7v9b4UYuIiEiyUXIkIslgd6ADMCGubBJQBfQFdjazXYGFwOHA62bWm6CnaXDjhioiIiLJqlknR0VFRVGHILLdq6d/hzuFP+dVF7j7BjNbBnQB7gRmAQa8CjwM/Au43d0X1+UE4Zyk+HlJOVC3+EvWra/LKRpFXeKtKGkaIwxjdYi1eG1ZI0SyeXX5va4vaRp/B3X6N1fUNP4GAIhtPl79/1xEGou5e9Qx1Dsz6wZ8HXUcIvIj3euaqCQys9OAv7l7akL5V8Aj7v5HM8sBMt19mZn9FPgDwdyk+4GhwIfA2e6+vJZz3ADkbU18ItJotvo+IiJSF801OTKgK7C2kU6ZQ5CMdW/Ec24txdpwkinexo41B1jiW3nDMbOTgGeANHeviCtfAtzp7vlxZS2AT4FTgHOAQuAu4HaC5On8Ws6R2HME0A5YuTUxbwX9/TQMxdowooh1m+4jIiJ10SyH1YU3zkb7ZinIxQBY6+5Nuu9fsTacZIo3gli39RzV/567A/Ph+2SmI/BVQtvrgYnu/q6ZPUewUl2FmT0C/L22E4Sr2SWONWq0/476+2kYirVhRBRrk/6diEjzoKW8RSQZzAA2EAyTqzYi/DmlusDMdgPOAK4IizKBtPB1NlDesGGKiIhIMmuWPUci0ryEiy88APzBzBYC64C7gQfdPX7Y2wPA9XHzit4Bbjazh4DfA1rSW0RERGql5Kh+lAI3svGQnKZIsTacZIo3mWKtdg2QBTwLVAJPEjzHCAAzO51gztDDcftcELabDLwM3NJYwW6FZPpvolgbhmIVEYlYs1yQQUREREREZEtpzpGIiIiIiAhKjkRERERERAAlR9s9M0uzuDVZo4ohyvNvipn12pb4zCxHv19pznQP2TTdQ0REkouSowZkZm2ijqEObgDGVb8xsw/N7NC494eZWVZDnTz8n/77ZnbyFuxzkJnNb6iYEhQAfcLzTjKzn4av25jZRhP2zGxfMzslruhV4Ndh3e5mNt7MujRUsOHv5p249/2BWbW0NTMbVkvd5WZ2XgOFKVsgCe4jN6B7yKboHiIikkSUHG2CmfnWfjAxs4HAIjPrWb9RbXSeJ8M4t2S7Ldz3IOA84M4ajjvCzF4DngL2rqdYW5vZ8PgN2J9gJbFLEuvCrWV9nLsRXQ70j3vfD/gofD0bWAB8Ymaj6vOkZtbWzO6uoepk4LladusJ/NvMfl9D3RTgmiT8/Tc5Tf0+ontIk6N7iIhIhLSUdx2Z2a3AuUALgqVLKwADVrv7jont3X2mmU0Cfgr8uQFDOx04s4byAuAPwH9rqKsysz2AfwP3uPuXAGbWFWgFPA6UAPkE8XcyM/NtX9pwzzCej2uoq2TjD1h7Atea2R01HayGb10XuHuvbYxxq5hZNsHfxlHAmLBsJyAHKARw9wqCD3DvAovrOYRdgL2A5+NiSiX42yg2swNr2Ock4ABgopktBe5LqE8FltuPR/Ts6u4L6i/s7UsTvY/oHvID3UN0DxGR7Z27a4vbgOGA17B1COvfBQ4MX/cBPgXeqGWfTW1nNuA1xIAN1THXUH8AsBz4GrgYOBGYSvBBrQy4GkiNa/88cEY9xHUQULgF7ecDlxF8U5oZt/2/Wsrm1+Pv8BGCD3dO8CH2EWAS8NOwvk3wz8cBWgKfAIdtxd/Bb+sp3l+Eca4BysP/vhcTPPT0V8D/CD4olgGDgdVA93Df1gnHygNeintvjfFvrzltyX4f0T2kXn6Huof88F73EG3atCXNpmF1Cdz9HXc3d6/+qqtt+H65mWUCA4DPw7o2BP+DGEXw7V7i9g5wWi11T9ZXzGa2v5lVVG8E/0POBL6JLw+3PgQfMG4A/hUe4hvgH8COwAfAGnevDI/dEhgCfFkPoX4B3GZmX9QQV+JW/a31QoIPECXVG8H/nGsqq083EXzAXUEwrOSmsDzFzGKEQ1LD108RfJB4u/pvJ/z7eRq4Lb6shu3Beor3AOAi4FiC/4adCL7xvS2s/whYBHzn7jOAdOAMM9vf3ddUH8TMDgcuAa6LO/ZkMzugnuLcLiTbfUT3EN1D0D1ERATQnKMtdTHBt3sxM0sHDgUWh/9zXZe4EQzzqLHOg+ER9cWAL9w9FrdZwvsYsI7gG7yb3P374Q/u/ra757v74v/f3v3HWl3XcRx/vi9cMq8TMECGGJhOMpnhAl2uyY/CJPpFgMq6iz+oQbM1jNV0/bLGP9k/ZGiAhpS1avMGW0WszO5SRy6HuGZhyWiNJRQmIRBm8OqP9+dwD+eee6H4Xro/Xo/tu53zPed8z+ccDu/v5/u57/fnAzwM3BsRByLiAHli30Om2JwVSXslfUfSFaU908mR5880tLMVWClpI/BXYFJEHKtt5Ehms32VkbRH0tPkSPhzkvaUhzrIUdV7yv1NZCfi/aWDBUBEvI7s7D5WZbt6MY/M8a+5Btgv6TFgKjnqezmwOzLH5TyyM/aziFhc2jwL+C6wUJnO1RIRbcA24AcRMeYcfZbBbiX9L444hjiGOIaYmeGao24iYhFwRd2uleXE+Ro5EnYjOZK2iDwx3FZetw5Y3uSQM6P7LKyzJXVW2/L/yWbgUP0OSRsi4mFgZNn1qqSXq3zTiBgPrALage3A4ohYJ+loRFwGPABMiYip5SWn1AGUE/CmZvuqbGedllJLAbBA0pbIAvtlwERgrqRXGl4znxzZ74iIE02O+QdJ11XYxi+Txdrjyv29wMJy+71kbcAMsnahDXhN0vqIOAR8MiK2Aj8mO5WPRM4uJuAI2SEeBqwjf/d2GkMojjiGnBnHEMcQMxsg/Jej7sYBk8v2HJkDPpmsEZgpaYekdknnSZoo6Ym6136WPDHUtl8Btzbse/bcfIwz0gk8HhGH6zfgb2T6yh7gp1W9WeTMUVuAPwIXkaO+I8gUo69ExGqy0HoncFV9qsa5FhHDS2fpfDKt6eM9PHVek04NZMdtI5m/P17SqNpGptBsr7K9kjZJEjmy+1ayY/OWiLgeaJX0LJni82uyvuFwed33yN/1EeDdwEzgTeT/g4sljQFml9ceCa93cqaGShzpxDGkKccQxxAzG5j8l6MGku6PiHaglg7xgqQ1ABHxp4i4CKiN4g0HnpY0q9w/UZ/mEjkTUuO+vmr6lFIr0JthTfZNlHQQcj0SYJ+k35b77wJWV9jGfcAOYAU58ri57PsAmTqylSwIfqCkE51U8vJP+RzN9lVoGzCNTB1ZIqkjctawU0j6Z+O+yFmdZgBLyA7EnWR9BhExnRyBfXOVjY2I5WSe/xSyCH0hmQbzJFmjMQJ4D1kofyHwSnndhcB15GQAu4HfSxodESvIjudHgd8AUyUtrbLNg9kAjSOOIdVyDHEMMbMByH85am4pUEuBeFtEtEcWIQNcUzd6V+k6E2fp+cb6gCb1AqcbRV1GrhnSJyS9QBaQ30l2cLYAt5MpMEeB9eRUsPdFTiFbM4lMR6ptj/awr8qV3D8BjAf+To789yoi2iK1ls+wVtKfyVmb2iPilshpeTuA5ZIOVNTOmhvIgvjbyPqVHWT6VhvwTbKweqekF8l0p9pI9Y3k6DRkCs/Rits1lA20OOIYgmMIjiFmNsT54qi5MWRaCGTqxmQy6A92l5KjnH0iIhaQ+eojybSN7eSsSN8mi7inkEXKE4ANZVR3P7BGp87gNJusIWictWkysC0iPnS2bZW0S70XuzeOMi8CHgK+AIwGvlSOcxB4H3AfOXr6VUkdZ9u+Ju1dKulu8vsiIt5OjgLfQv6eV9M1gj+aro7NO4BfltuXAS/29B4RcXFEvKHqtg9iQzGOOIYUjiHdOYaY2UDgtLrmLifX7QD4eV06DMCOuuLYVjLtoFcR0SLpRCnAnUhOk9sffA14NfKDrSBXZV8VER8DvkWeiL9f4fttJTtP55PFv/PJEdDNEfF1YISyoHoBebJ9HPiUpDsajnMMGBURY+pHTyPiSjK9Y1WFbW7UEhF3kDUO9S4hc+0vAeZI+kdEtADvJKfHPUYWO99VRoY39nE9xFPAHHIa40eBLZJqM1GNJUezIadkXl9uzyfTwHoym0y1WdzLc6zLUIgjjiH/PccQxxAz68f8l6MGkbMb/Y4sLL2p4eF/A9dKGlOKTOfRdYLozbKSy/8SmR+/s7oWnzQlTrPuB2X2qJK+MY0spv4imfKxkvw8k8jRwmnAT4CbI2JJRW28mkzP2EXOYHQz0BkRk8mTam0V+OfJ1JzjwJVNjvMM2enaHxGqbWTH4UeSdlbUXshi7+Pl9ihgA1kcfz+giLg2IsaR3914crHEYxHxDbKgeQPwC3JV+JuAj5B1BAci4snomk2rUpJOkHUDW0v7746ICZFT6d4KPFPaPYP8N5hLpkQ1WzPlX2SNwVVkR8lOY4DGEccQx5CTHEPMbMhSP1iJtj9t5In+HvLE/hLwQzKgD+/h+S1kekQb8PqGxzrJVIlWMi1hLH2wUjiZ1rDrDJ53kJxe+GrgL+QsWPeSJ+Vun6+09y5yhLKKdk4li4onlPtbyaleD5OLHQ5reH6v31X53utXuB9WRTvLsW8nFzzcV47dRqabfBpoKc9ZSxZ/i+yUjS3730h2EObWntvk+NcDq/rgtzALeKLcnk7WZFwALCAnADhOzpw1Fvgg2fmZQ3Y0P1x3nBXAg+X2GrKO4GXghqrbPBi3gRZHHEMcQ+qO6xjizZu3Ib2FJKxLRDwErJP0VCme/hyZ1jCBPCnUvrBaZ6YF+LykbjMyRc5MtFbSI42PWYqIUD/8EZbR0UuB3ZIOlX0j9X+cGrgKtdSsuvsXkJ2WSepapNLOkuPIueMYcm45hpjZYOeLowYRMVHS3h4eayXrtILszNTm0z0q6Xiz15jZ0OM4YmZmNjD54sjMzMzMzAxPyGBmZmZmZgb44sjMzMzMzAzwxZGZmZmZmRngiyMzMzMzMzPAF0dmZmZmZmaAL47MzMzMzMwAXxyZmZmZmZkBvjgyMzMzMzMDfHFkZmZmZmYGwH8AICCaK7jV0aAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1000x600 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "colors = plt.get_cmap('Set3', len(df1['业务'])).colors\n",
    "plt.rcParams['font.family'] = ['Microsoft YaHei'] # 避免中文乱码\n",
    "plt.rcParams['axes.unicode_minus'] = False # 显示负号\n",
    "fig, axes = plt.subplots(1, 3, figsize = (10, 6), dpi=100)\n",
    "axes[0].bar(x=df1['业务'], height=df1['市场增长率'], color=colors)\n",
    "axes[1].bar(x=df1['业务'], height=df1['相对市场分额'], color=colors)\n",
    "axes[2].pie(df1['总销售额'], labels=df1['业务'], colors=colors, labeldistance=None)\n",
    "axes[0].yaxis.set_major_formatter(PercentFormatter(xmax=1)) # 百分比格式化\n",
    "axes[1].yaxis.set_major_formatter(PercentFormatter(xmax=1))\n",
    "axes[2].legend(title='业务板块', loc='upper center', bbox_to_anchor=(0, 1.2, 1, 0.4), ncol=2)\n",
    "axes[0].set_title('市场增长率')\n",
    "axes[1].set_title('相对市场分额')\n",
    "axes[2].set_title('总销售额');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## BCG矩阵\n",
    "这里定义1个类，可以自动转换坐标，将分割线阈值转换到加载图片的中线上。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 定义1个类，根据分界线阈值，图片尺寸，原始数据, 进行坐标偏移和放缩，\n",
    "## 结果分界线移到图片中间, 但是坐标轴比例发生了变化，并非1比1\n",
    "class computeCoordBCG():\n",
    "    def __init__(self, x, y, threshold_x, threshold_y, scale_x=1000, scale_y=700):\n",
    "        self.x = x\n",
    "        self.y = y\n",
    "        self.threshold_x = threshold_x # 市场分界线分界线阈值\n",
    "        self.threshold_y = threshold_y # 增长率分界线阈值\n",
    "        self.scale_x = scale_x # 图片横向像素\n",
    "        self.scale_y = scale_y # 图片纵向像素\n",
    "        self.gap_x = [x.max() - threshold_x, threshold_x - x.min()]\n",
    "        self.gap_y = [y.max() - threshold_y, threshold_y - y.min()]\n",
    "        \n",
    "    # 计算x坐标\n",
    "    def compute_coord_x(self, x=None):\n",
    "        if x is None:\n",
    "            x = self.x\n",
    "        elif isinstance(x, list):\n",
    "            x = np.array(x)\n",
    "        x2 = np.where(x > self.threshold_x, self.gap_x[0], self.gap_x[1])\n",
    "        x3 = ((x - self.threshold_x)/x2/2 + 1/2)*self.scale_x\n",
    "        return x3\n",
    "    # 计算y坐标\n",
    "    def compute_coord_y(self, y=None):\n",
    "        if y is None:\n",
    "            y = self.y\n",
    "        elif isinstance(y, list):\n",
    "            y = np.array(y)\n",
    "        y2 = np.where(y > self.threshold_y, self.gap_y[0], self.gap_y[1])\n",
    "        y3 = ((y - self.threshold_y)/y2/2 + 1/2)*self.scale_y\n",
    "        return y3\n",
    "    # 计算xlim\n",
    "    def reverse_coord_x(self, x):\n",
    "        if isinstance(x, list):\n",
    "            x = np.array(x)\n",
    "        x2 = np.where(x > self.scale_x/2, \n",
    "                      (2*x -1)*self.gap_x[0] + self.threshold_x, \n",
    "                      (2*x -1)*self.gap_x[1] + self.threshold_x)\n",
    "        return x2\n",
    "    # 计算ylim\n",
    "    def reverse_coord_y(self, y):\n",
    "        if isinstance(y, list):\n",
    "            y = np.array(y)\n",
    "        y2 = np.where(y > self.scale_y/2, \n",
    "                      (2*y -1)*self.gap_y[0] + self.threshold_y, \n",
    "                      (2*y -1)*self.gap_y[1] + self.threshold_y)\n",
    "        return y2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 加载图片尺寸\n",
    "scale_x = 800\n",
    "scale_y = 600\n",
    "# 销售额缩放系数, 需要根据实际情况调节\n",
    "scale_s = 2*10**-6\n",
    "myBCG = computeCoordBCG(x=df1['相对市场分额'], y=df1['市场增长率'], \n",
    "                        threshold_x=0.25, threshold_y=0.2, scale_x=scale_x, scale_y=scale_y)\n",
    "colors = plt.get_cmap('Set3', len(df1['业务'])).colors.tolist()\n",
    "fig, ax = plt.subplots(figsize=(10, 8), dpi=100)\n",
    "# 图片背景\n",
    "ax.imshow(plt.imread('./Boston-Matrix.png'), \n",
    "          zorder=0, \n",
    "          extent=[0, scale_x, 0, scale_y]) # 图片尺寸\n",
    "ax.scatter(myBCG.compute_coord_x(), \n",
    "           myBCG.compute_coord_y(), \n",
    "           s=df1['总销售额']*scale_s, \n",
    "           c=colors, alpha=0.5)\n",
    "# 调节显示范围，并添加分界线\n",
    "ax.vlines(myBCG.compute_coord_x([0.25])[0], \n",
    "          ymin=myBCG.compute_coord_y([-0.2])[0], \n",
    "          ymax=myBCG.compute_coord_y([0.4])[0], \n",
    "          color='gray', alpha=0.5)\n",
    "ax.hlines(myBCG.compute_coord_y([0.2])[0], \n",
    "          xmin=myBCG.compute_coord_x([-0.01])[0], \n",
    "          xmax=myBCG.compute_coord_x([0.6])[0], \n",
    "          color='gray', alpha=0.5)\n",
    "ax.set_title('BCG Matrix', fontdict={'fontsize': 20}, loc='center')\n",
    "ax.set_xticks(myBCG.compute_coord_x([0, 0.25, 0.5]))\n",
    "ax.set_xticklabels([0, 0.25, 0.5])\n",
    "ax.set_yticks(myBCG.compute_coord_y([-0.15, 0.2, 0.33]))\n",
    "ax.set_yticklabels([-0.15, 0.2, 0.33])\n",
    "ax.set_xlabel('相对市场分额')\n",
    "ax.set_ylabel('市场增长率')\n",
    "# 手动图例\n",
    "legend_handles = []\n",
    "for i, color in enumerate(colors):\n",
    "    legend_handles.append(Patch(facecolor=color, edgecolor='black', label=df1['业务'][i], alpha=0.5))\n",
    "ax.legend(handles=legend_handles, title='业务板块', loc='upper right', ncol=2);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 商品销量增长分析\n",
    "对零售商品的销售也可以进行BCG矩阵分析，每个商品代表一个圆，绘制在BCG矩阵图上。商品销量数据网上很容易获取，但是同期的市场分额数据很难获取。所以这里就不演示了。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# App评价增长分析\n",
    "对应用商店内的app用户评价进行分析, 然后对累积评价数量和评价增长率绘制BCG矩阵"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 数据清洗\n",
    "数据来源: https://www.kaggle.com/mmalam/bcg-matrix/data?select=appstore_games.csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(17007, 18)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "URL                                     object\n",
       "ID                                       int64\n",
       "Name                                    object\n",
       "Subtitle                                object\n",
       "Icon URL                                object\n",
       "Average User Rating                    float64\n",
       "User Rating Count                      float64\n",
       "Price                                  float64\n",
       "In-app Purchases                        object\n",
       "Description                             object\n",
       "Developer                               object\n",
       "Age Rating                              object\n",
       "Languages                               object\n",
       "Size                                   float64\n",
       "Primary Genre                           object\n",
       "Genres                                  object\n",
       "Original Release Date           datetime64[ns]\n",
       "Current Version Release Date    datetime64[ns]\n",
       "dtype: object"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1 = pd.read_csv('./appstore_games.csv')\n",
    "df1['Original Release Date'] = pd.to_datetime(df1['Original Release Date'], format='%d/%m/%Y')\n",
    "df1['Current Version Release Date'] = pd.to_datetime(df1['Current Version Release Date'], format='%d/%m/%Y')\n",
    "# 将双引号包裹的多个数字拆分数字列表\n",
    "df1['In-app Purchases'] = df1['In-app Purchases'].str.split(',')\n",
    "df1['In-app Purchases'].where(df1['In-app Purchases'].isna(), \n",
    "                              df1['In-app Purchases'].map(lambda x: pd.Series(x).astype('float').to_list()), \n",
    "                              inplace=True)\n",
    "df1.shape\n",
    "df1.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['URL', 'ID', 'Name', 'Subtitle', 'Icon URL', 'Average User Rating',\n",
       "       'User Rating Count', 'Price', 'In-app Purchases', 'Description',\n",
       "       'Developer', 'Age Rating', 'Languages', 'Size', 'Primary Genre',\n",
       "       'Genres', 'Original Release Date', 'Current Version Release Date'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>URL</th>\n",
       "      <th>ID</th>\n",
       "      <th>Name</th>\n",
       "      <th>Subtitle</th>\n",
       "      <th>Icon URL</th>\n",
       "      <th>Average User Rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>https://apps.apple.com/us/app/sudoku/id284921427</td>\n",
       "      <td>284921427</td>\n",
       "      <td>Sudoku</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://is2-ssl.mzstatic.com/image/thumb/Purpl...</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>https://apps.apple.com/us/app/reversi/id284926400</td>\n",
       "      <td>284926400</td>\n",
       "      <td>Reversi</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://is4-ssl.mzstatic.com/image/thumb/Purpl...</td>\n",
       "      <td>3.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>https://apps.apple.com/us/app/morocco/id284946595</td>\n",
       "      <td>284946595</td>\n",
       "      <td>Morocco</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://is5-ssl.mzstatic.com/image/thumb/Purpl...</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>https://apps.apple.com/us/app/sudoku-free/id28...</td>\n",
       "      <td>285755462</td>\n",
       "      <td>Sudoku (Free)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://is3-ssl.mzstatic.com/image/thumb/Purpl...</td>\n",
       "      <td>3.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>https://apps.apple.com/us/app/senet-deluxe/id2...</td>\n",
       "      <td>285831220</td>\n",
       "      <td>Senet Deluxe</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://is1-ssl.mzstatic.com/image/thumb/Purpl...</td>\n",
       "      <td>3.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>https://apps.apple.com/us/app/sudoku-classic-n...</td>\n",
       "      <td>286210009</td>\n",
       "      <td>Sudoku - Classic number puzzle</td>\n",
       "      <td>Original brain training</td>\n",
       "      <td>https://is1-ssl.mzstatic.com/image/thumb/Purpl...</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 URL         ID  \\\n",
       "0   https://apps.apple.com/us/app/sudoku/id284921427  284921427   \n",
       "1  https://apps.apple.com/us/app/reversi/id284926400  284926400   \n",
       "2  https://apps.apple.com/us/app/morocco/id284946595  284946595   \n",
       "3  https://apps.apple.com/us/app/sudoku-free/id28...  285755462   \n",
       "4  https://apps.apple.com/us/app/senet-deluxe/id2...  285831220   \n",
       "5  https://apps.apple.com/us/app/sudoku-classic-n...  286210009   \n",
       "\n",
       "                             Name                 Subtitle  \\\n",
       "0                          Sudoku                      NaN   \n",
       "1                         Reversi                      NaN   \n",
       "2                         Morocco                      NaN   \n",
       "3                   Sudoku (Free)                      NaN   \n",
       "4                    Senet Deluxe                      NaN   \n",
       "5  Sudoku - Classic number puzzle  Original brain training   \n",
       "\n",
       "                                            Icon URL  Average User Rating  \n",
       "0  https://is2-ssl.mzstatic.com/image/thumb/Purpl...                  4.0  \n",
       "1  https://is4-ssl.mzstatic.com/image/thumb/Purpl...                  3.5  \n",
       "2  https://is5-ssl.mzstatic.com/image/thumb/Purpl...                  3.0  \n",
       "3  https://is3-ssl.mzstatic.com/image/thumb/Purpl...                  3.5  \n",
       "4  https://is1-ssl.mzstatic.com/image/thumb/Purpl...                  3.5  \n",
       "5  https://is1-ssl.mzstatic.com/image/thumb/Purpl...                  3.0  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>User Rating Count</th>\n",
       "      <th>Price</th>\n",
       "      <th>In-app Purchases</th>\n",
       "      <th>Description</th>\n",
       "      <th>Developer</th>\n",
       "      <th>Age Rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3553.0</td>\n",
       "      <td>2.99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Join over 21,000,000 of our fans and download ...</td>\n",
       "      <td>Mighty Mighty Good Games</td>\n",
       "      <td>4+</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>284.0</td>\n",
       "      <td>1.99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The classic game of Reversi, also known as Oth...</td>\n",
       "      <td>Kiss The Machine</td>\n",
       "      <td>4+</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>8376.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Play the classic strategy game Othello (also k...</td>\n",
       "      <td>Bayou Games</td>\n",
       "      <td>4+</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>190394.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Top 100 free app for over a year.\\nRated \"Best...</td>\n",
       "      <td>Mighty Mighty Good Games</td>\n",
       "      <td>4+</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>28.0</td>\n",
       "      <td>2.99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>\"Senet Deluxe - The Ancient Game of Life and A...</td>\n",
       "      <td>RoGame Software</td>\n",
       "      <td>4+</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>47.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>[1.99]</td>\n",
       "      <td>Sudoku will tease your brain, challenge you or...</td>\n",
       "      <td>OutOfTheBit Ltd</td>\n",
       "      <td>4+</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   User Rating Count  Price In-app Purchases  \\\n",
       "0             3553.0   2.99              NaN   \n",
       "1              284.0   1.99              NaN   \n",
       "2             8376.0   0.00              NaN   \n",
       "3           190394.0   0.00              NaN   \n",
       "4               28.0   2.99              NaN   \n",
       "5               47.0   0.00           [1.99]   \n",
       "\n",
       "                                         Description  \\\n",
       "0  Join over 21,000,000 of our fans and download ...   \n",
       "1  The classic game of Reversi, also known as Oth...   \n",
       "2  Play the classic strategy game Othello (also k...   \n",
       "3  Top 100 free app for over a year.\\nRated \"Best...   \n",
       "4  \"Senet Deluxe - The Ancient Game of Life and A...   \n",
       "5  Sudoku will tease your brain, challenge you or...   \n",
       "\n",
       "                  Developer Age Rating  \n",
       "0  Mighty Mighty Good Games         4+  \n",
       "1          Kiss The Machine         4+  \n",
       "2               Bayou Games         4+  \n",
       "3  Mighty Mighty Good Games         4+  \n",
       "4           RoGame Software         4+  \n",
       "5           OutOfTheBit Ltd         4+  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Languages</th>\n",
       "      <th>Size</th>\n",
       "      <th>Primary Genre</th>\n",
       "      <th>Genres</th>\n",
       "      <th>Original Release Date</th>\n",
       "      <th>Current Version Release Date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>DA, NL, EN, FI, FR, DE, IT, JA, KO, NB, PL, PT...</td>\n",
       "      <td>15853568.0</td>\n",
       "      <td>Games</td>\n",
       "      <td>Games, Strategy, Puzzle</td>\n",
       "      <td>2008-07-11</td>\n",
       "      <td>2017-05-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>EN</td>\n",
       "      <td>12328960.0</td>\n",
       "      <td>Games</td>\n",
       "      <td>Games, Strategy, Board</td>\n",
       "      <td>2008-07-11</td>\n",
       "      <td>2018-05-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>EN</td>\n",
       "      <td>674816.0</td>\n",
       "      <td>Games</td>\n",
       "      <td>Games, Board, Strategy</td>\n",
       "      <td>2008-07-11</td>\n",
       "      <td>2017-09-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>DA, NL, EN, FI, FR, DE, IT, JA, KO, NB, PL, PT...</td>\n",
       "      <td>21552128.0</td>\n",
       "      <td>Games</td>\n",
       "      <td>Games, Strategy, Puzzle</td>\n",
       "      <td>2008-07-23</td>\n",
       "      <td>2017-05-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>DA, NL, EN, FR, DE, EL, IT, JA, KO, NO, PT, RU...</td>\n",
       "      <td>34689024.0</td>\n",
       "      <td>Games</td>\n",
       "      <td>Games, Strategy, Board, Education</td>\n",
       "      <td>2008-07-18</td>\n",
       "      <td>2018-07-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>EN</td>\n",
       "      <td>48672768.0</td>\n",
       "      <td>Games</td>\n",
       "      <td>Games, Entertainment, Strategy, Puzzle</td>\n",
       "      <td>2008-07-30</td>\n",
       "      <td>2019-04-29</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           Languages        Size  \\\n",
       "0  DA, NL, EN, FI, FR, DE, IT, JA, KO, NB, PL, PT...  15853568.0   \n",
       "1                                                 EN  12328960.0   \n",
       "2                                                 EN    674816.0   \n",
       "3  DA, NL, EN, FI, FR, DE, IT, JA, KO, NB, PL, PT...  21552128.0   \n",
       "4  DA, NL, EN, FR, DE, EL, IT, JA, KO, NO, PT, RU...  34689024.0   \n",
       "5                                                 EN  48672768.0   \n",
       "\n",
       "  Primary Genre                                  Genres Original Release Date  \\\n",
       "0         Games                 Games, Strategy, Puzzle            2008-07-11   \n",
       "1         Games                  Games, Strategy, Board            2008-07-11   \n",
       "2         Games                  Games, Board, Strategy            2008-07-11   \n",
       "3         Games                 Games, Strategy, Puzzle            2008-07-23   \n",
       "4         Games       Games, Strategy, Board, Education            2008-07-18   \n",
       "5         Games  Games, Entertainment, Strategy, Puzzle            2008-07-30   \n",
       "\n",
       "  Current Version Release Date  \n",
       "0                   2017-05-30  \n",
       "1                   2018-05-17  \n",
       "2                   2017-09-05  \n",
       "3                   2017-05-30  \n",
       "4                   2018-07-22  \n",
       "5                   2019-04-29  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.iloc[0:6, 0:6]\n",
    "df1.iloc[0:6, 6:12]\n",
    "df1.iloc[0:6, 12:18]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "cell_style": "split"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('2008-07-11 00:00:00')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Timestamp('2019-10-26 00:00:00')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1['Original Release Date'].min()\n",
    "df1['Original Release Date'].max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "cell_style": "split"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('2008-08-01 00:00:00')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Timestamp('2019-10-26 00:00:00')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1['Current Version Release Date'].min()\n",
    "df1['Current Version Release Date'].max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1525, 6)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>Average User Rating</th>\n",
       "      <th>User Rating Count</th>\n",
       "      <th>Original Release Date</th>\n",
       "      <th>Number_Of_Days</th>\n",
       "      <th>Ratings_Per_Day</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>284921427</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3553.0</td>\n",
       "      <td>2008-07-11</td>\n",
       "      <td>4041</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>284946595</td>\n",
       "      <td>3.0</td>\n",
       "      <td>8376.0</td>\n",
       "      <td>2008-07-11</td>\n",
       "      <td>4041</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>285755462</td>\n",
       "      <td>3.5</td>\n",
       "      <td>190394.0</td>\n",
       "      <td>2008-07-23</td>\n",
       "      <td>4029</td>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>288096268</td>\n",
       "      <td>3.5</td>\n",
       "      <td>5072.0</td>\n",
       "      <td>2008-08-18</td>\n",
       "      <td>4003</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>288918962</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2358.0</td>\n",
       "      <td>2008-08-27</td>\n",
       "      <td>3994</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           ID  Average User Rating  User Rating Count Original Release Date  \\\n",
       "0   284921427                  4.0             3553.0            2008-07-11   \n",
       "2   284946595                  3.0             8376.0            2008-07-11   \n",
       "3   285755462                  3.5           190394.0            2008-07-23   \n",
       "11  288096268                  3.5             5072.0            2008-08-18   \n",
       "14  288918962                  2.5             2358.0            2008-08-27   \n",
       "\n",
       "    Number_Of_Days  Ratings_Per_Day  \n",
       "0             4041                1  \n",
       "2             4041                2  \n",
       "3             4029               47  \n",
       "11            4003                1  \n",
       "14            3994                1  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2 = (df1.reindex(['ID', 'Average User Rating', 'User Rating Count', 'Original Release Date'], axis=1)\n",
    "       # 删除Average User Rating为空，删除User Rating Count为空的行\n",
    "       .query(\"`Average User Rating`.notna() & `User Rating Count`.notna()\", engine='python')\n",
    "       # 新增2列，'2019-08-04' 是数据提取日期, 可以用 `pd.Timestamp.today().normalize()`替代\n",
    "       .pipe(lambda df: df.assign(Number_Of_Days = (pd.Timestamp('2019-08-04') - df['Original Release Date']).dt.days))\n",
    "       .pipe(lambda df: df.assign(Ratings_Per_Day = (df['User Rating Count']/ df['Number_Of_Days']).round().astype('int')))\n",
    "       .query(\"`Ratings_Per_Day` > 0\") # 删除Ratings Per Day等于0的行\n",
    "      )\n",
    "df2.shape\n",
    "df2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>User Rating Count</th>\n",
       "      <th>Ratings_Per_Day</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1.525000e+03</td>\n",
       "      <td>1525.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1.599254e+04</td>\n",
       "      <td>17.818361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>9.318582e+04</td>\n",
       "      <td>80.707740</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>5.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>8.920000e+02</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2.458000e+03</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>8.545000e+03</td>\n",
       "      <td>8.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>3.032734e+06</td>\n",
       "      <td>1414.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       User Rating Count  Ratings_Per_Day\n",
       "count       1.525000e+03      1525.000000\n",
       "mean        1.599254e+04        17.818361\n",
       "std         9.318582e+04        80.707740\n",
       "min         5.000000e+00         1.000000\n",
       "25%         8.920000e+02         1.000000\n",
       "50%         2.458000e+03         2.000000\n",
       "75%         8.545000e+03         8.000000\n",
       "max         3.032734e+06      1414.000000"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2[['User Rating Count', 'Ratings_Per_Day']].describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## EDA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 4, figsize = (10, 6), dpi=100)\n",
    "axes[0].boxplot(df2['User Rating Count'], patch_artist=True)\n",
    "axes[1].boxplot(df2['User Rating Count'], patch_artist=True)\n",
    "axes[2].boxplot(df2['Ratings_Per_Day'], patch_artist=True)\n",
    "axes[3].boxplot(df2['Ratings_Per_Day'], patch_artist=True)\n",
    "axes[1].set_yscale('log')\n",
    "axes[2].set_yscale('log')\n",
    "axes[1].set_ylim(1, 22000)\n",
    "axes[3].set_ylim(1, 20)\n",
    "axes[0].set_xticklabels(['User Rating Count'])\n",
    "axes[1].set_xticklabels(['User Rating Count'])\n",
    "axes[2].set_xticklabels(['Ratings_Per_Day'])\n",
    "axes[3].set_xticklabels(['Ratings_Per_Day']);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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yzpstBHwXj2RWopHMykIrqCP1zffZCWNGNbF4wcyKMYsXzNR+cCIyKK2BE6kDoZfoz1vxZuPg52bjvvN9ypo0luJz2vDznI63CNA+cCIyVNrIOwXayFukPqgAx/C1b+hk0ZLVVePuXjwvl6IR0phCOKcPHOrjrvbNbNnZw4yp47li/gkaeRMJXNYbeSuBS4ESOJH60dvnNJI5DL19jnNvXcG2rn2DroMzomm9q665QI+njCid0yIy0rJO4DSFUqRO6CIlHfFm4zI0IUxZExERqQcagUuBRuAkbyFME5LGoNei+ESvRxHJg6ZQBkAJnOQp3nur9EyOxzl8qkSpUcLGoOdZfBDSe6OI1BdNoRSRsqrtvWVEe29dOLs19wto9YQ3Dk1DlbyF9N4oIjJUXpU5MrNTzexxMzu36DZX5usbhePNZtZXcuzlkvudY2YrzWyvmW00s8tLjh9vZj8ys1fM7EUz+8TI/MUitQll7624J7y0rdu69nHV0jUsX9eRU8tEpB6F8t4oIjIcXiRwZnammX0PeAQ4s+TwSSVfc4H9wPcKx6cQdaa9pSjmjUX33QL8FNgEnA18E/i2mc0rHG8Gfgw0AwuAG4Bbzex9af+dImkLYe+taj3hEPWE9/ZpOreIpCOE90YRkeHyZQrlpcAB4N3Ag8UHnHPPFn9vZp8FHnfO/aRw09TCv2ucc3sGue8PEiWqi51zB4CnzOzdwFXAauBdwMnA25xz24E1ZvY24M+A76fxx4lk5eiJ41KNy8JQesI17U5E0hDCe6OIyHD5ksBd75xzZnZCpSAzmwp8DHh/0c1TgQNlkjeA84GHCslbbAVwWdHxNYXkLfYg8GUzMzdIlRczGwuMLbppYqV2i2TlrBlTBpRsL2WFuLyoJzx9KhIiUtncmVNpaxlXdV/CuTOnDnJURMRvXiRwgyVJZXwU2Oqc+/ei26YBY8xsL7Ad+E/g0865zYXjs4BlJffzHHBs0fFNgxwfV7jvHYO04zqiqZYiuXps086KyRtEyd1jm3ZyzknTR6JJA6gnPF0qBiNSnfYlFJF65sUauCQKa9WuBL5WcugRonVxZwOfBE4DHjKzeFRsAtBT8jM9RAlapeMUxZS6GWgp+jou8R8ikqL2jYP1Lww/LgtxT3i5yyQjSkDUE16disGIJLdwThu3X34mrS39P8pbW8ZpCwERCZoXI3AJvQtoBb5TfKNzbgeHR8meMrPVwGZgIdEatv3AmJL7GsfhJK3ccRiY2MW/c3/h5wAwUw+e5CXpay+/16h6wtOhsugiQ7dwThsXzm7VlGMRqSvBjMAB7wNWOOd2Vwpyzj0HdAIzCjdtBY4vCTse2FjleJdzTvWFxWtJi37kXRxEPeG1U1l0keGJ9yV8z+nHMv/EaUreRCR4QYzAmdkoogqV1yaInQVMB+LqlauAD5tZs3Out3DbWzlc7XIV8D/NrMU51zXIcRFvi0bMmzWNyeNHs7vnYNmYKeNHM29W/tUd1RNeGxWDEREREQgkgSPa120ysLL0gJn9CdHf8SjRyNktwFPAjwohS4CPA7eZ2VeA9wKnAosKx78PfA6408xuIlpLdxlwXkZ/iwRm+boObrz/V2zrfnXWLK2TxnLjJW/IfeSoucm45dJTuXLpmrIxN196qpKkOqBiMCL1ydcOQhHxVygJ3BlE69H+e5BjXcDfAa8BOogqTv6lc+4QgHPuRTO7GLgN+BDwK+Ai59yWwvEeM3snUaL3KFFFykXOuUey/ZMkBMvXdQyaHG3r3s+VS9fwNQ+m/y2c08bXLj+TG+9fz7ZufysTqnpibVQWXaT+6H1RRIbDklfwl3LMbBLQ1dXVxaRJk/JujqSkt89x1ud+WnF64uTxo3n8ry70orfU517cuHpi6btN3Dqtg0smfhxh8GIwehzri8/ntNRO74si9au7u5uWlhaAFudcd9r3H8oInMiIW72hs2LyBrC75yCrN3TmtsdasXihvm9UPTE9cTGY0h77VvXY1x2NzNQ3vS+KSC2UwImUMZQ91nxI4Hw1lOqJPiagvlExmPpXbmQm3u9PIzPh0/uiiNRCCZxIWf7vsRYCVU9Mn6+jrVI7jcw0Br0vikgtQtoHTmREhbLHmu9UPVEkOe331xj0vigitVACJ1JGvMdaJb7sseazuHpiubECI1rbo+qJyfX2Odo3dHLf2q20b+ikt0/FqOqFRmYag94XRaQWSuBEyoj3WKtEe6xV19xk3HDxbGDgZNP4+xsunu3N4+h7crR8XQfn3rqCRUtWc/U9a1m0ZDXn3rqC5es68m6apEAjM40htPdFEfGLEjgRyVxcPbG1pf9FZ2vLOK8KMvieHMXFLUqn2MXFLXxppwyfRmYaRyjviyLiH+0DlwLtA1efevsc5966oux6lHjj5FXXXKBe0oR83teqXOU/iJ7rvC+o9HpsHNrvr7H4/L4oIsOT9T5wGoETKUPFBNIXV098z+nHMv/Ead5cpFSq/AfRc33TA+tznU6p12Pj0MhMY/H1fVFE/KVtBETKUDGB9Pna01wtOYL892TS67GxaL8/EREpRwmcSBnTjxybalyjW76ug5seWN8vUWprGccNF8/OfURhW9feVOOyoOIWIiIiAkrgRMrTPt6pKbe+LC6+kfe0sJ2vHEg1LgtxcYtKI4UqblE/fO7wEBGRfGkNnEgZO17en2pc1nwtf19pfVl8W97ry6ZOSDaKmjQuC81NxpxjKxdJmnPsJE2xqwOqNioiIpVoBE6kjJCmrPncWz+U4ht5rS9rnZTsOUwal4UDh/p48JntFWMefGY7Bw71MWaU+uZCVa3Dw4g6PC6c3apkXUSkQelTXqSMUPZj8r23PoTiG/FzXUnez/Vd7ZupNkjZ56I4CZeqjYqISDVK4ETKaG4ybrh4NjBwmVv8/Q0Xz861FzyE6YkhjGQWP9fl5P1cb9nZk2qc+CmEDg8REcmXEjiRCnzfjymE3vpQRjJ9N2Pq+FTjxE8hdHiIiEi+tAZOpAqf92MKobc+Ht26aukaDPqNFvo2klmOD+uOrph/Ap9f9kzFaZRNFsVJuOIOj21d+wYdWTeiDiR1eIiINC6NwIkk0NxkzD9xGu85/VjmnzjNi+QNwumt10hm7caMamLxgpkVYxYvmKkCJoELYeq2iIjkSyNwIgELqbdeI5m1u+6i6MJ+ycOb+o3ENVmUvMXHJWxxh0dpZdlWTyrLiohIvpTAiQQshOmJIQhlJBOiJO7jbz+Zu9o3s2VnDzOmjueK+Sdo5K3O+NzhISIi+TLn/NjsN2RmNgno6urqYtKkyhvtimTB533gYj63sbfPce6tK6qOZK665gJdQIsU6e1zSjJFREp0d3fT0tIC0OKc6077/pXApUAJnPjA5wupeK+60nebuHU+rIOL2wiDj2T60EYRn/jcKSMikiclcAFQAidSXjy6Va5IiE+jW8vXdXDj/b9iW/f+V29rnTSWGy95gy5IRYqE0CkT87lzS0TqU9YJnNbAiUimhlLhcf6J00auYWWVq/0nInB4243Bun8dfmy7EdMooYjUI616F5FMhVLhMR5R2Nbdvx0vde/jqqVrWL6uI6eWifglhG034PA5XdrWbV06p0UG09vnaN/QyX1rt9K+oZPeShuPSq40AicimZo+YWyqcVkIaURBJG8hdMronBYZGo1Wh0UjcCKSraQdeDl29IUyoiDigxA6ZXROiySn0erwKIETkUzteGV/9aAhxGUhhBEFEW8E0Cmjc1okmWqj1RCNVms6pV+UwInUCV/nroewSXYIbRTxRQidMjqnRZLRaHWYtAZOpA74PHd97syptLWMq7pJ9tyZU0e6aa8KoY0ivgghOdI5LZKMRqvDpBE4kcD5Pne9ucm44eLZQPkC/TdcPDvXQgIhtFHEF3FyVO5sMKIOpDyTI53TIsmE0CEjAymBEwlYKHPXF85p4/bLz6S1pf8HQGvLOG82/A2hjSI+CCU50jktUl0IHTIykDnnxzqZkJnZJKCrq6uLSZMm5d0cyUBvn+PRTTvZvmcfR0+M3sjyvjgBaN/QyaIlq6vG3b14nhebZPv6OBYLoY0iPvB56nYxndMilcUzeaB/7aH4LFGHx9B1d3fT0tIC0OKc6077/rUGTqQKny9SQpu73txkXiSSlYTQRhEfLJzTxoWzW71PjnROi1QWj1aXXuu0enKtIwMpgROpIO6VKh2njteX5d0rpbnrIpInJUci9WHhnDYuOPkY7mrfzJadPcyYOp4r5p/AmFFabeUjJXAiZVRbX2ZE68sunN2aW4+zKq2JiIhIrQabbfTPqzZpBM5TSqtFyghhb5RQigmISH3ydf9JEUnO92rWMpBG4ETKCGV9meaui0gefF4fLCLJhDDbSAbyagTOzE41s8fN7Nyi22aamSv5Wlfyc+cVfm6fmf3KzN5RcnyOma00s71mttHMLi85fryZ/cjMXjGzF83sE9n+pRKCkNaXLZzTxqprLuDuxfP48h+ezt2L57Hqmgt0ESUimVCPvUh9CGG2kQzkRQJnZmea2feAR4AzSw5PA/qA1wMnFb7eWfSzM4FlwH8AbwJ+DvzQzGYUjrcAPwU2AWcD3wS+bWbzCsebgR8DzcAC4AbgVjN7XyZ/rAQjtL1R4mIC7zn9WOafOE09ZSKSiVD2nxSR6kKZbST9eZHAAZcCB4B3D3JsKrDbOfcb59yzha/ni47/OfCsc+4a59zTwMeAncCHCsc/SPR3LnbOPeWc+xzwGHBV4fi7gJOBDzrn1jjnlgA/AP4s5b9RAqP1ZSIiA6nHXqR+TD9ybKpxMjJ8SeCud85dAWwc5NhUYEeFnz0fWB5/45w7BKwE5hUdf8g5d6DoZ1aUHF/jnNtedPxBYK6Z6cq8wcXry46Z1H+aZGvLuNy3EBARyYN67EXqSNIrXV0Re8WLIibOuUrzLKYBJ5nZXmAr0VTJ651zvy0cn0U0PbLYc8Abi44vG+T4sVV+flzhdw9IHs1sLFDcFTGxQvulLvR/iVZ+yebjwKE+7d8iIpmbOn5MqnEikp8dL+9PNU5GhhcJXBX3AauJ1sGdBnwWON3MznHO9QITgJ6Sn+khSsBIeLw0SYvjy1WnuI5orZzUuXIbeb/Uvd+LjbxjNy9bz5KHN1G85OTzy55h8YKZXHfR7PwaFqDePsejm3ayfc8+jp4YrXHUNFmRw/5rW3fiuAWvPyrj1ohILUIq2CaHeZ/AOedeAF4ofPuEmW0gmiJ5JtFatv1AaTffOA4nYcM9DgMTv9jNwBeLvp9Y1EapE6GU1r152XruWFk6iAx9jldv9yWJ8z05Ull0keqe37U31TgRyU9csG1b175Br3eMaNmILwXbJBLi/Ko1hX9nFP7dChxfEnM8h9fTDfd4l3Nu0BXYzrn9zrnu+AvYM7Q/QUIQwkL9A4f6WPLwwOSt2JKHN3HgUN8Itai85es6OOeWB1m0ZDVX37OWRUtWc84tD3pTblxl0UWSmTF1fKpxIpIfFWwLU4gJ3NzCv88W/l0FXBgfLGwL8BaiQiTx8QsKt8feWnJ8bmG7gcGOS4MKYaH+Xe2bqVapu89FcXlavq6DK5euYVt3/zn027r3c6UHyZHKooskd8X8E6h2LddkUZyI+C8u2NbaooJtofB+CmVhU+0XgXXAbOALwL8559YWQv4ReNTMPgPcC/wpUWL6rcLxJcDHgdvM7CvAe4FTgUWF498HPgfcaWY3Ee0VdxlwXqZ/mHgvhHnhW3aWm+U7vLgs9PY5rr336Yox1977dK5TUYcy2jr/xGkj1zARD40Z1cTiBTMHnbodW7xgpoooiQRk4Zw2Lpzd6vUyBznM+wSOaB3aF4DpRNUhv0OUcAHgnHvCzBYBtwCfBh4F3u6c21M4/qKZXQzcRrQ33K+Ai5xzWwrHe8zsnUSJ3qNEFSkXOeceGaG/TzwVwrzwEKYyrd7Qye6egxVjdvccZPWGTs45afoItaq/EEZbRXwSr6stLZ7UZKh4kkigmptMnZSB8CqBc85tpmQKrnPuq8BXq/zcD4g23y53/OdEo27ljq8D5g+lrVL/4nnhVy1dg9F/IwFf5oVfMf8EPr/smYrTKPOeytS+sdI2jv3j8krgQhhtFfHNdRfN5uNvP1nbl4iIjDC9y4pU4Pu88HgqUyX5T2Xyf5fQeLS1XAuMqBqlqnCJ9DdmVBMfXjCLv37PHD68YJaSNxGREeDVCJyIj3yfF+77VKazZ07ltoeSxeUlhNFWEREREVACJ5KI7/PCfZ7K1JQw6Ukal5V4tLV0H7hW7QMnIiIiHlECJ1In4qlMvtnx8v7qQUOIy5Lvo60iIiIiSuBEJFOhFQjxfbRVREREGlv+86tEpK6dfvzkVONEREREGpkSOBHJ1Hcf2ZJqnIiIiEgj0xRKkQR6+5zWRQ3Tlp09qcaJiIiINDIlcCJVLF/XMaAyYZsqEyY2Y+r4VOOypmRdREREfGbOuepRUpGZTQK6urq6mDRpUt7NkRQtX9fBVUvXUHqWxJfzPmzm7bu9B3o55TPLq8Y989cLOWJM8wi0qLzl6zq48f71bOsu2kZg0jhuvETJuoiIiCTT3d1NS0sLQItzrjvt+9caOJEyevscNz2wfkDyBoc3er7pgfX09qkTpJK1z+9ONS4ry9d1cOXSNf2SN4Bt3fu4cukalq/ryKllIiIiIocpgRMp49FNO/tNmyzlgI6ufTy6aefINSpA2/eUfwyHE5eF3j7Htfc+XTHmunufVrIuIiIiuVMCJ1JGCIlHCELYB271xk529xysGLOr5yCrN3aOUItEREREBqcETqSMEBKPEMydOZW2lnGUKwNiREVh5s6cOpLN6qd9Q7LELGmciIiISFaUwImUEULiUay3z9G+oZP71m6lfUOnN9P9mpuMGy6eXTHmhotn51zpMelj5cdjKiIiIo1LCZxIGcWJR2lqEX+ff+IRWb6ug3NvXcGiJau5+p61LFqymnNvXeFN4Y2Fc9r4yHkzKX2omgw+ct7M3Cs8zp81PdU4ERERkawMK4Ezs41mdvwgt59hZv9Ze7NE/LBwThu3X34mx0wa2+/2YyaN9WYLgXirg9KCKx1d+7jKk+qJy9d18PWVmygdFHQOvr5yU+5tnHfiNCaPH10xZvL40cw7cdoItUhERERkcMMdgTuBkk3AzawJOB14Y21NEvFRuTG4fFXa6gCiCX95b3UQwnYMzU3GLZeeWjHmlktP9WK0VURERBpb4gTOzE4xsz4z6yW67nrWzHrjL+Ag8M/ADzJqq8iIi0e3SvcGe6nbj9GtalsdQP5bHYSyHcPCOW18tMw0z496MM1TREREBEpG0Spxzj1jZn8IjAG+A3wCeKkopA943jm3Kt0miuSj2siREY0cXTi7NbeRmW1de1ONy0Io2zHE0zxLn+94mucZr52iJE5ERERylziBA3DO/X8AZvZW4DvOuR2ZtErEA0MZOZqf09qona8cSDUuCyFsxxBCsi4i9am3z/Hopp1s37OPoydGlY31PiMilQwpgYs55/4EwMxGA9MpWRDknHux9qaJ5CuEkaOpE8ZWDxpCXBbi7Ri2de0bNEEyoDXn7RhCSNZFpP4sX9fBTQ+s7/f+09Yyjhsunq0RfxEpa7hVKGeb2S+AvcALwPOFr/j/IsELYeSodVKy3500LgshbMcQQrIuIvWlXAXhbR5VEBYRPw23CuW3gGnAlcDbgQsKX+cX/hUJ3lkzpgwoaFGqyaK4vITQRji8HUNrS/9EsrVlnBfbMYSQrItI/QihOq+I+GtYUyiBNwDvUMESqWePb9k1YN+yUn0uistrWl0IbYwtnNPGhbNbvVzrEcI0z5BoTY9IZZq2LSK1GG4C9xgwMc2GiPgmhGl1IbSxWHOTeXkxEk/zvGrpGgz6JXG+TPMMhdb0iFQX2nu3NAZ1voVjuAncZ4AvmNlY4AmiPeBepSImUg9CmFYXQhtDEU/zLE0+WpV8JBav6SkdxYzX9PgwXVbSpQu+4dF7t/hGnW9hGW4C97PCv/cysLPaAc01tEnEC/G0ukrTXNpynlanqX/p8nmap+9C24pBiUftdME3fHrvFp+o8y08w03gzk+1FSIeam4yLjmtjTtWbiobc8lpbble9GnqX/p8nebpu5DW9CjxqJ0u+Gqj927xRWidbxIZVhVK59zPK32l3UiRPPT2Oe5/snIZ5/uf7Mi9Slg89e+YSX5WeJTGEMqaHpVur50qKKbD9+q80hiG0vkm/hjWCJyZfbrScefc3wyvOSL+qPamBv6MKAA41/9iqU8XTzKCQljTo57mdIQ02uo7TduWvIXS+Sb9DXcK5eKS75uANqAPeBFQAifBC+VNbfm6Dq5cumbA7S/t2c+VS9fwNfXkyggIYU2PEo90hPLeGApN25Y8hdD5JgMNdwrlzJKvGcBU4NvA51JtoUhOQnhT6+1zXHvv0xVjrrv3aW+mMh041Mc3Ht7IZ+5bxzce3siBQ315N0lSEq/pgcNreGK+rOlR4pGOEN4bRSSZuPOt3DuzkX/BNhloWAncYJxzLwP/F7ghrfsUyVP8plZJ3m9qqzd2srvnYMWYXT0HWb2xc4RaVN7Ny9Zz8vX/xmd//Azfad/CZ3/8DCdf/2/cvGx93k2TlPi+pkeJRzp0wSdSP0LofJOBhjuFspyZQEvK9ymSixCqULZvSJaYtW/o5JzXTc+4NeXdvGz9oI9jn+PV26+7aPZIN0sy4POanhCmeYZAFRRF6ov2QQ1PWkVM4jVw7wP+rdZGifggaRXKTy08JbcLlT6XbApi0rgsHDjUx5KHyyfBAEse3sTH334yY0alNilAcuTrmh4lHunRBZ9IffG5800GSquISR+wHfhn4JaaWiQNycdNdUOoQjll/NhU47JwV/tmqi3B63NR3IcXzBqZRknDUuKRHl3widQXXzvfZKBhJXDOuZlpN0Qal6+b6m7rTlbIIGlcFqZPTJaYJY3LwpadPanGidRKiUd6dMEnIjLyaloDZ2YLgDcAY4BHnXOrU2mVNIx4U93SAZp4U908Cx/sSFiJLmlcFlonJSu2kDQuCzOmjk81TiQNSjxERCRUw1pwYmZHmdnPgZ8DNwM3Ab8ws38zsyPSbKDUr2qb6kK0qW5eJfB3vlK5uuNQ47IQQqXMK+afQLWBjSaL4kRERESksuFWDPgSMB04zTk3xTk3BTgNOI4a1sCZ2alm9riZnVt02zQzu9PMOs2sy8x+amZvLDrebGZ9ZuaKvl4uud85ZrbSzPaa2UYzu7zk+PFm9iMze8XMXjSzTwz3b5DkhrKpbh62de1NNS4LcVEGY/Dyv0b+RRnGjGpi8YLKs64XL5ipAiZD0NvnaN/QyX1rt9K+odObff5EREQke8OdQnkR8EfOuVd3EHbOPW1mnwTuBK4eyp2Z2ZnANcDFQOkI3vVAL/AuouvRvwaWm9nJzrluYErh9rcAWws/82rJPTNrAX4K/AT4M+AS4Ntm9qxzbrWZNQM/LvzsAuAs4GtmtsU59/2h/B0yNL5vqvuayckGk5PGZSWEogzxFgFfX7lpQOW/j5w3U1sIDIGva0ZFRERkZAw3gRtHVHWy1HaihGqoLgUOAO8GHiw59kXn3HPxN2b2QaJkaz7w70A8N2yNc27PIPf9QaKRxsXOuQPAU2b2buAqYDVRYngy8Dbn3HZgjZm9jSjZUwKXId831Z03cxpf+dmGRHF5C6EowxmvncIxkzr6FX05ZtI4znjtcN4yGpPPa0ZFRESy5mPV8lK9fY5HN2Y7e2y4CdyTwCJgTcnti4D1w7i/651zzsxOKD1QnLwVxFd/zYV/pwIHyiRvAOcDDxWSt9gK4LKi42sKyVvsQeDLZmbOuQFzk8xsLFBc1m9imd8tFfi+qW5Tc7I3hKRxWfO5KEO5xOOlbiUeSVVbM2pEa0YvnN3q3YeZ1K8QLqZEpD6EMAMlbuPW7X4mcDcBPzKzk4D/IJqy+Dai6Ym/P9Q7GyxJqmAxsJdo9AxgGjDGzPYSjQD+J/Bp59zmwvFZwLKS+3gOOLboeOkuw88RjTJOA3YM0obrgBuG0GYZhO+b6u54eX+qcY0qtMTD1wvSoawZ9TWRl/oSwsWUiNSHEGaglGtjFoZVNcA5txxYCEwmKlryWaKpk29zzv1rWo0rZWb/C/g88AnnXJzaPgLMBc4GPklUTOUhM4tHxSYApRtM9RAlaJWOUxRT6magpejruCH/MQIcXr/VWlJJsbVlXO4no+9TPEPhe7GaYsvXdXDurStYtGQ1V9+zlkVLVnPurStYvq4j76Z5v2ZUGkt8oVJ6bscXUz6cMyJSH3yvWg6V25iFYe8D55z7D6LRt8yZ2TjgH4nWs33UOfeNonbs4PAo2VNmthrYTJRgfh/YT7RPXbFxHE7Syh2HgYld/Dv3F34ubt/Q/iDpx9f1W/EUz0rJR94l+kMQSuLhe++eOhTEF6GNqotI2EKYgVKtjWlLPAJnZn9qZh+tEvMJM7u09mb1u88jiCpIng/MK07eBlNYM9cJzCjctBU4viTseGBjleNdRaN8krF4/dZ7Tj+W+SdO8+JDv7nJuOS0yhfsl5zW5kVbfRZC4hFC717coVDu1WaoQ0FGRkij6iISvhA6gkf6dw9lCuXHge4qMd1A2nuofRY4CpjrnHuiWrCZzSLao+7Zwk2rgAsK2wXE3srhapergLmF7QYGOy4NqrfPcf+TlacB3f9kh/bgqiKExCOEC9J4zSgMvucf5L/nnzSGEC6mRKR+hNARPNK/eygJ3GuAX1WJWQu8ftitGdwi4EfANDN7XdFXK4CZ/YmZLTaz0wrbA9wPPFX4GYAlRGv1bits6H09cCrRlEyIpll2AncW7uMjRBUqv5Dy3yGBSTIcnvdFfQhCSDxCuSD1ec1oaLQZ+vCFcDElIvUjhI7gam1M21DWwO1LEP8KcOTwmzOoNqJRvdKRvf9HVPGyC/g7ogSzg6ji5F865w4BOOdeNLOLgduADxEloRc557YUjveY2TuJEr1HiSpSLnLOPZLy3yGB2da1N9W4Rub7ZuMhXZD6umY0JKqeWBvft4ARkfrie9VyGNjGrA0lgXsCeDsD934rNp+oBP+wFEr/W8ltFUcJnXP3AvdWifk50ahbuePriNou8qqdrxyoHjSEuEbnc+Jx1owpNBlUGoRpsijOBz7v+ec734vVhCCEiykRqS++dwRD/zZu3T5oHcTUDCWBux34upn9qJDw9GNmxwB/BfxLWo0TydPUCWOrBw0hTvxNPB7fsqti8gZRcvf4ll1etl+SUfXE9IRwMSUi9cXnjuBY3MaHntrChf+Q3e9JnMA5575vZhcCvzCzLwE/BrYR7YN2PvApYBfRvnAiwWudlGy6XNI48Vcoa+CkNiGUog5JCBdTIlJffO0ILtbcZMydle0U8iHtA+ec+4iZPQFcA1zP4U7L/cBS4JPOuT2pt1IkB2fNmIIZuAojM+bRtDoZvpDWwMnwKVFPXwgXUyIi9WYoVSgBcM7d7pw7AXgdcC5wBjDZObfYObc73eaJ5OexzTsrJm8QJXePbVYVytCFUOFKaqdEXURE6sGQE7iYc26jc67dOfekc25/mo0S8cEvNuxINU78FcJWB1I7JeoiIlIPhp3AidS7rbuSbQ+QNE78pj3W6p8SdRERqQdDWgMn0kheMznZNKqkceI/FWWof6qeKCIioVMCJ1LGOScexVd/tjFRnNQPFWWof0rURUQkZErgRMqYd+I0Jo8fze6eg2VjJo8fzTxd7IsER4m6iIiEalgJnJltgkH3QgXoBXYCq4F/cs49O8y2ieSqucm45dJTuXLpmrIxt1x6qnrtRURERGTEDLeIyQ+ANuBx4JvAvwBbgPHAPcBa4DLgCTM7s/ZmiuRj4Zw2vnb5mbROGtvv9tZJY/maCluIiIiIyAgzV22jq8F+yOxe4DHn3M0lt/8d0Oec+5SZjQGWAYeccwtTaa2nzGwS0NXV1cWkSZPybo5koLfPab2MiIiIiFTV3d1NS0sLQItzrjvt+x9uAvcK8LvOuSdLbj8D+Klzbnrh+3cA33POTU6hrd5SAiciIo1InVsiIgNlncANt4hJJ/AW4MmS288ouc/dNfwOERER8dTydR0DtmNo03YMIiKZG25y9WXgC2Z2ArAC2A+cA/xfYGlR3PmAipiIjAD1hIvISFm+roOrlq4ZUM1sW9c+rlq6htu1RlhEJDPDSuCcc39vZp3AtcDHAAO6gH8CbioKHVfyvYhkQD3hIjJSevscNz2wftBS1I7oguCmB9Zz4exWdSKJiGRgWGvg+t2B2VhgonNuRzpNCo/WwNVOo0fDV64nPH701BMuImlq39DJoiWrq8bdvXie9toTkYbk6xo4zKwJmAUcFX1rr4+POed+kULbpEFo9Gj41BMuIiNt+5591YOGEJc1dRCKSL0Z7kbe5wF3AcdxuKM/5oDmGtslDULrKGrz6Kad/RLfUg7o6NrHo5t2qidcRFJx9MRxqcZlSR2EIlKPhruR9+3AVuAdwEnAzKKvWek0TepdtdEjiEaPevtqm+Zbz0LrCReR8M2dOZW2lnEDem9jRpQkzZ05dSSbNUDcQVjayRV3EC5f15FTyyQLvX2O9g2d3Ld2K+0bOnXtIHVtuFMoZwBvcc79Ms3GSGPR6FHtQuoJF5H60Nxk3HDxbK5augaDfp1wcVJ3w8Wzc52mqOnljUUjrdJohjsC9yAaaZMaafSodqH0hItIfVk4p43bLz+T1pb+nUOtLeO8mPo+lA5CCZtGWqURDXcE7k7g82b2GuAJ4GDxQRUxkSQ0elS7EHrCRaQ+LZzTxoWzW70sEKIOwsagkVZpVMNN4O4t/PvFQY6piIkkEo8ebevaN+ibrxH15mr0qLK4J7x0+kirh9NHVA1OfKHXYjqam8zLKe7qIGwMWoohjWq4CdzMVFshDSkePbpy6ZpBjzs0epSUzz3hMa1REF/otVj/1EHYGDTSKo1qWGvgnHNbKn2l3UiRvIVQ3SruCX/P6ccy/8Rp3iVvWqMgPtBrsTHEHYQwcK8jTS+vHxpplUaVaATOzP4B+Lhzrrfw/WcqxTvn/rr2pkm9i+eul+PL3PVQeut9nRKmNQriC70WG0tI08tleDTSKo0q6RTKC4AjgJcL319RIdYBSuCkqhDmroey0bjPSWYIz7M0Br0WG08I08t97XwLgQp5SaNKlMA5595Y8v1J2TRHGonvc9dD6a33Pcn0/XmWxqHXYmPytdAK+N35FgqNtEojGlYREzP7JvAp59yOktv/B/DHzrnr0mic1Dff566H0FsfQpI5/cixqcaJDJfv7znSWHzvfAtJCCOtImka7kbeHwQmDnL7NODq4TdHGonvm1CH0FsfxGa1ST8/9TkrGfP9PUcaR7XON4g633wsmOUrnwt5iaQtcQJnZq83sxVmtoLoc+678feFr5XAj4HBa8KLlCiuElZOnnPXQ+itDyHJ3PHy/lTjRIYrfs8pd0msrUtkpATR+SYi3hrKCNxvgP8CNhC9tzxX+H/89Qzw98ClKbdR6tjCOW185LyZlF4vNRl85LyZuU4fmTtzKpPHj64YM3n86Fx760NIMkNoo4jISAqh801E/JV4DZxzzgF/CmBmbwM+4Zx7PquGSWNYvq6DO1ZuGnB7n4M7Vm7ijNdO8XoNQN799PGUsEo9uXlPCTtrxhSaLHpOy2myKE4kS6FsXSL1Tx1bIsOjqq2RYRUxcc7NTLsh0nh6+xzX3vt0xZjr7n06t4upRzftZHfPwYoxu3oO5lrEpLnJuOS0tkGT4Nglp7Xl+ub2+JZdFZM3iJK7x7fs8rZSnAyNrx+wIRQmKubr4yi10/5lIkOnqq2HDbcK5TSivd7mA5NLjzvnZtXWLGkEqzd2JkqQVm/s5JzXTR+hVh22rWtvqnFZ6O1z3P9kR8WY+5/s4FMLT8ntwk9ThRqLzx+wIb0WfX4cpXbav0xkaFS1tb/hVqH8Z+A9wIPA8cC3gUeBCcBd6TRN6l37hs5U49K285UDqcZlodqIAuS/EF5ThRpH/AFb+pqMP2CXr6vc2ZC1UF6Lvj+Oko54/7LWlv6vt9aWcQ13MSpSiaq2DjSsETjgfOA9zrmfm9mlwJ3OuefM7C+AOam1Tupc0hMtnxNy6oRk+5IljctCCCMKmirUGELYkzCE12IIj6OkR/uXiVQX2vT3kTDcEbgeIJ779mvgDYX/Pwj8Qa2NksYwf1ayaZFJ49LWOilZL3zSuCyEMKJQvF1E6SWJpgrVjxDKoofwWgzhcZR0af8ykcpC6KweacNN4H4GXFz4/0PAX5rZhcCngN8OtzFmdqqZPW5m55bcfpmZPWNm+8zsMTM7q+T4eYWf22dmvzKzd5Qcn2NmK81sr5ltNLPLS44fb2Y/MrNXzOxFM/vEcP8GSW7eidMSlemfl1NvStxbX0neFR5D2ZhYU4XqXygfsL6/FkN5HEVERkoIndUjbbhTKK8jKmACcBtwEfDvRCNzfzzUOzOzM4FriJLCI0qOzQfuAT5JlCzeACwzsxOdcy+b2UxgGfCVwu++CvihmZ3inNtiZi3AT4GfAH8GXAJ828yedc6tNrNmog3ItwILgLOAr5nZFufc94f6t0hyzU3GLZeeypVLy+/9fsulp+bWG1m8yBz8XGQe0kJ4TRWqbyF9wPr8WgzpcRQRGQkhTH8faRZt75bCHZlNAfYAzc65/UP82c8BM4A7iaZhLnDOrSocuxdocs79XuH7ycA24Crn3J1m9kXgAufc6YXjo4DNwDecczeY2ceAvwSOd84dKMSsBv7bOfdBM7sE+AFwnHNue+H494BW59ybE7Z/EtDV1dXFpEmThvKnC9GC/RvuW8dLew4XAzlm4hhues+c3HvDIYxqcMvXdXDj/b9iW/fhU6910lhuvOQN3rRR6ltvn+PcW1dU/YBddc0FXiRKvtLjKCIyUFzcCQbvrPZhBkWx7u5uWlpaAFqcc91p3/9wR+AGcM7tMrM/AG4BhrpP3PXOOWdmJwxy7HyiEb/49+w2szXAPKKE73xgedHxQ2a2snA8/vmH4uStYAVwWdHxNXHyVvAg8GUzM5dWhisVmTVV/D5PPvfW91duVY9I9kIaDQZ/91gL7XEUERkJ8fT30g71Vs861EdK4gTOzCYSTZd8F7AP+Kpz7m8Kx34H+AeiaZXfG2ojyiVJhVG9yUDpLsXPAccW/j+rzPE3Fh1fNoyfHwdMA3YM0q6xQHHpwYmDtV+qK7evx0vdfu3rES8y91Eoj6HUv1A+YH0fVQ/lcRQRGUnhdKhnbygjcLcA7wBuBpqBvzCzrcBs4BPAw8DZzrlfpti+CYV/e0pu7wGmF8UMdnzcEI6XJmlxfLlFBtcRrcWTGqhcdu30GIpvfP+ADWUzWN8fRxGRPPjcoT6ShpLAXQL8mXPuBwCFaYrLgUPA+51z/y+D9sULesaU3D6Ow0nW/oyOw8DEL3Yz8MWi7ycCL5SJlTK0r0ft9BiKj3z9gA2tw8PXx1FERPI1lIVGrwGeir9xzq0GxgOLM0reIBoZ2w8cX3L78cDGwv+3ZnS8yzk36EY7zrn9zrnu+IuoeIsMkcpl106PoUhy2mNNRETqwVASOOPw5t2xXmBdes3pzznXB7QDF77aiGhbgLOICo0ArCo53gy8peT4BYXbY28tOT63cL+DHZeMqFx27fQYpq+3z9G+oZP71m6lfUMnvX2qY1Qv1OEhIiL1YKhVKFeYWXESNwb4ScltOOdeX3PLDvsScG9hyuZq4DPArzlcmOQfgUfN7DPAvcCfEiWm3yocXwJ8HLjNzL4CvBc4FVhUOP594HPAnWZ2E3A2UYXK81L8G2QQ2tejdnoM0+V7cQupjTo8RESkHgwlgbsps1ZU4Jy738yuJkrcphBtAfBu51xv4fgTZraIqMjKp4FHgbc75/YUjr9oZhcTVdD8EPAr4CLn3JbC8R4zeydRovcoUUXKRc65R0by72xEKpddOz2G6QmluIUMnzo8RESkHqS2kXcj00betdGoR+1CeQx93Xsr3jy53PoobZ5cP0LbDFZERMKT9UbeSuBSoASudgcO9XFX+2a27OxhxtTxXDH/BMaM8mcz7xD4mhzFfE4y2zd0smjJ6qpxdy+ep6qAdcDn16KIiIQv6wRuqGvgRFI32MXUP6/apIupOuL79EQVt2gs2mNNRERCpgROcuX7hX1Mo1vDF8LeWypu0Xi0x5qIiIRKCZzkJoQLe/A7OQL/k+AQNhtXcQsREREJxZAXGVnkJTM7K4sGSeMIYVPdODkqbWecHC1f15FTyyLVkmCIkuA89zILYXpiXM0TDheziKmap4iI/7SHpzSSIY/AOeecmXUAxwKPp98kaRS+X9iHMEIYwuhWKNMTF85p4/bLzxww2trq0WiriIgM5PtMGZG0DXcK5d8BnzOzU4HHgJeLDzrnflFrwyQ9vq7f8v3CPoTkyPckGMKanqjiFo3D1/dFERka35cRiGRhuAncdwr/zhnkmAOah3m/kjKfe6V8v7APITnyPQkGbTYu/vH5fVFEkgthpoxIFoa70dbMCl+z0mma1Mr39Vu+rzsKITmKk+BK2jwY3YqnJ7aWtLW1ZZxXvaPL13Vw7q0rWLRkNVffs5ZFS1Zz7q0rcj9XJD2+vy+KSHIhrKUXycKwRuCcc1vi/5tZG7DdOdebWqukZqH0Svm87uisGVNoMqi0DrrJori8NDcZl5zWxh0rN5WNueS0Ni96Hn2fnqhpOPUvlPdFEUkmhJkyIlkYVgJnZhOBLwH/ExgNzAZ+bWafBh5yzrWn10QZjhDWb8V8vbB/fMuuiskbRMnd41t25fYY9vY57n+y8ojB/U928KmFp+T+eIK/e2/pwr4xhPS+KCLVhTBTRiQLw51C+UXgbOBy4FDR7V3A52ttlNROvVK1C+ExrHZBCpo+koSm4TSGEM5paTwqfz988TKCct1qhh/LCETSNtwiJhcD73fOrTSzpUW3/wL469qbJbUKqVfK14ICITyGuiBNhx7HxhDCOS2NxdfPv1CoSJY0quGOwI0FDgxy+zHAmOE3R9ISSq+UzwUFQngMdUGaDj2OjSGEc1oah8+ffyEJpUiWSJqGm8D9ELjZzFoK3zszOxG4BXgolZZJTXyv8AjV1x1BtO4or+kkITyGZ82YglX59ZZzoZUQ6MK+MYRwTktj8P3zLzQL57Sx6poLuHvxPL78h6dz9+J5rLrmAiVvdUhTjiPDTeCuBl4BXiQacfsF8OvC/X0snaZJrXzvlQph3ZHvj+Fjm3fiqrx3ORfFSXm6sG8cvp/T0hhC+PwLTVwk6z2nH8v8E6fp/boOaaufw4a7jcAe4N1mNg84k6gS5X8BP3Gu2uWkjCRfKzxCOOuOfH4M2zd0Jo4753XTM25N2Hze0kLS5fM5LY0hlM8/EV9oq5/+hlvEBADn3GpgNYCZvQGYRFSJUjzia+n26UeOTTUuS74+hkn7S9Svkowu7BuHr+e0NAatuxVJTlv9DDTcfeB+APzMOXdb4ft7gd8DeszsXc65n6fXRKlXfQmTiqRxWertc15e1E8ePzrVONGFfaPw9ZwOjR7H4YnX3W7r2jfoRakRjf5r3a2I9vAczHBH4BYCtwKY2ULgHcDbCl9/A5yTSuukrj2ScG7/I5t2suD1R2XcmvJ8LvM8PWHvbNI4kUbg8zkdEj2Ow6fy9yLJacrxQMMtYrKXw+83/we40zm3AlgKvDGNhkkjSDqylt8InO9lnlsnJUvMksaJ1Dvfz+lQ6HGsnQrqiCSjKccDDXcE7t+Br5rZGuB84KrC7ccCjZP+BsLXKS5vmjEV2JAwbuSFMOc6noZTaWqByt8Pja/ni9QuhHM6BHoc06N1tyLVacrxQMNN4K4G7gDmA//LObexcPtFRHvEiSd8nuLy6+0vJ45788lHZ9yagUKYc93cZFxyWht3rNxUNuaS09p0MZCQz+eL1C6EczoEehzTpXW3IpVpyvFAw5pC6ZzrdM79vnPuNOfcd4pu/z/OuY+k1zyphe9TXJ7b2ZNqXNpCmHPd2+e4/8nKz+P9T3Y07EaXQ+H7+SK1C+GcDoEeRxEZaZpy3F/iETgze22ZQ73ATufc3nSaJGkIYYqLc32pxqUthDnX1XrCQT3hSYRwvkjtQjinQ6DHUUTyoCnHhw1lBG4zsGmQr+eAPWb2hJm9P/UWyrAMZYpLXiaOS1baPmlc2uI515Xkvb5MPeHpCOF8kdrF53S5j3oj/3M6BHocRSQv8ZTj95x+LPNPnNaQyRsMLYFbAJw3yNdbgEXAM8DdZva+lNsowxDChX1zU7KXX9K4tDU3GXOOnVQxZs6xk3J981BPeDpCOF+kdvE6CmBA8tGo6yiGQ4+jiEi+El8ZO+f+s8zXw8657zvn/gi4E7gmu+ZKUiFc2Ced0pfX1L8Dh/p48JntFWMefGY7Bw7lM8UT1BOelukTxqYaJ/7SOop06HEUEcnPcKtQlvNj4I9Svk8ZhhBKrs6bNY3J40ezu+dg2Zgp40czb1Y+Cdxd7ZupVvujz0VxH14wa2QaVUKVmVLi/5aEkiKto0iHHkcRkXykPTdtKlD+alxGTAhTXJqbjFsuPbVizM2XnppbG7ckrH6ZNC4r6gmv3Y5X9qcaJ/7TOop06HEUERl5qY3AmdnRwCeB9rTuU2oTX9jfeP+v2NZ9+MLzmEljufGSN+jCvooZU8enGpelhXPauODkY7irfTNbdvYwY+p4rph/AmNG5bN+MDQhTDkWERERgaFtI/D1MoeagdcQFTk5CPxBCu2SVJUbg8tXb5/j2nufrhhz3b1P51a6/Yr5J/D5Zc9UnEbZZFFc3gbbgPqfV23SBtQJxVOOK1Wi1FrC+tLb5zT1T0REgjSU7vmTynydAOwDbgXe4Jx7MuU2yjDFGxNv6+5/UfpStx8bE6/e2Flx/RvArp6DrN7YOUIt6m/MqCYWL5hZMWbxgpm5j3JpA+raNTcZl5xWOdG95LQ2XeDXieXrOjj31hUsWrKaq+9Zy6Ilqzn31hU6V0REJAhDqUJ5fpmvtzrn3uuc+6xz7sUsGyvJVduYGKKNiXurVenI0C827Eg1LgvXXTSbj543eBL30fNmct1Fs0e4Rf2F8DyHoLfPcf+TlS/e73+yQ49jHVCHh0h96u1ztG/o5L61W2nf0Kn3a6lraVehFE8MZWPivMr0b921N9W4LDUZ/aZS+jIQE8LzHIJqjyPocawH1To8jKjDI69p2yIyPIMtI2hrGadlBFK3VOGgToWwMfFrJicrCJE0Lgs3L1vPHSs3DVgH1+fgjpWbuHnZ+nwaVhDC8xwCPY6NYSgdHiISBo2qSyNSAlenQqiqd86JR6Ual7YDh/pY8vCmijFLHt6U60beITzPIdDj2BiUqIvUFy0jkEalBK5OxVX1yk0CMvKvqjfvxGgj70omjx/NvJymrA1lI++8xM9zJXk/zyEI4XyR2ilRF6kvGlWXRqUErk7Vy0bet2gj74pUPTEdIZwvUjsl6iL1RaPq0qiUwNWxeCPvYyaN7Xf7MZPGcvvlZ3qxsHfhnDY+et7MAUVBmiyq8phnG0PYyFvVE9MTny+tJSOarS3jvDlfpDZK1EXqi0bVpVEFkcCZ2VvMzJX5usLMzh/k9h+V3MdlZvaMme0zs8fM7KyS4+eZ2eOF478ys3eM7F+ZJT838oZo8fHXBykS4hx8feWmXBcfXzH/hKrVJvPeyHso1ROluoVz2lh1zQXcvXgeX/7D07l78TxWXXOBkrc6okRdpH5oVF0aVSjbCDxCtGl4sbcAXwSWAecDWwu3xV6J/2Nm84F7gE8CDwE3AMvM7ETn3MtmNrNwP18B/hi4CvihmZ3inNuSwd8zIuLKTKVjL/FG3nlfrCRdfJxXSe94I+87VpYvZJL3Rt6aPpK+5ibTVgF1buGcNi6c3cqjm3ayfc8+jp4YXeBp5E0kLPGo+lVL12DQ73pCo+pSz4IYgXPO7XXOPVv8BXwQuM051wlMBV4qiSkeuvkk8GPn3D84554EPgS0AO8rHP9z4Fnn3DXOuaeBjwE7C3FBCqEyUwijR/FG3uWmeOa9kbemj4gMT5yov+f0Y5l/4jRd4IkESqPq0ohCGYHrx8zeBpwO/F7hpqnAjgo/cj5wXfyNc263ma0B5gF3Fo4vLzp+yMxWFo4P9vvHAsULyyYO+Y/IWAgbPG/rTjYqlDQuK9ddNJuPv/1k7mrfzJadPcyYOp4r5p+Q68hbLJ4+sq1r36DJuhF9iGn6iIiI1CuNqkujCTKBIxpRW1oYfQOYBrzNzF4BngPuAz5XmB45BZgMlM6Dew44tvD/WWWOv7HM77+OaBqmt0KYWrfz5f2pxmVpzKgmPrxgVt7NGEDTR0RERDT9XRpL/kMIQ2RmrwcuBG4vuvlrwO8A5xGtY/sI8K3CsQmFf0trvfcA44piKh0vdTPRFMz467ih/A0jIYSpdVOPHJNqXKPS9BERERGRxhHiCNyVwGPOuafiG5xzG4qOP25mXcB3zOwoIB6+Kc0CxnE4adtf5Xg/zrn9RfeLmX+jGyFMrQshyQyFpo+IiIiINIbgRuCA3wfurRKzpvDvDKK1cfuB40tijgc2Fv6/tcrx4ASx31HSX+1BDtLb52jf0Ml9a7fSvqFT+6qJiIiISC6CGoEr7N12PPCvVULnAn3AJudcn5m1E027/FbhflqAs4AvFOJXFY7fWDjeTLQlwRcIWDy17qYH1vcraNLaMo4bLp6d+9S6HQnXtiWNy8rydR0DHsM2Tx7DWAhtDEVvn9NIpoiIiHgrqAQOeDOw3Tn338U3mtnngceIRszOBm4F7igqcvIl4N5CZcnVwGeAXxPt/Qbwj8CjZvYZotG9PyUanfxWpn/NCPB5al0IUyjL7aW3rcuPvfQgjDaGQomwiIiI+C60KZRnAE8McrsD7iDa8PsvgM8S7e0WHXTufuBqosStnWgLgHc753oLx58AFgEfAH4JzAHe7pzbk9UfInD68ZNTjUtbCHvphdDGUMSJcOn2G3EivHxdR5mfFBERERk5QY3AOeeuKHP7XwF/VeVnv0JUobLc8R8AP6ipgR5avq6DG+9f328vtdZJ47jxkvxHFL77yJbEcXmU8A9hL70Q2hiCaomwESXCF85u9WL0WkRERBpXaCNwMgTL13Vw5dI1AzbC3ta9jys9GFHYsnPQIp/DjktbCHvphdDGEAwlERYZKSEUTwqhjSIi9SaoEThJrrfPce29T1eMue7ep3MdUZgxdXyqcWkLYY1eCG0MgRLhxuN7sZoQ1mOG0EYRkXqkEbg6tXpjJ7t7DlaM2dVzkNUbOyvGZOkP3vTaVOPSFu+lV+6SzoguVvLcS++sGVOods3ZZFGclDf9yLGpxonflq/r4NxbV7BoyWquvmcti5as5txbV+Q+KyEWwnrMENooIlKvlMDVqfYNyRKzpHFZ+N5jz6Ual7YQ9tJ7fMsuqs1Y6nNRnFQQ0J6EoGlrtfA98QihMFEIbRQRqWeaQlmnnEv2wZk0Lgu+r4GDw3vp3Xj/r9jWfXg/umMmjeXGS96Q+zQhTf1LRyh7EoKmrdUihGI1IRQmCqGNIiL1TCNwdWry+NGpxmXB9zVw/ZUbg8uX1sClI5TH0ffRI9+FUKwmhE6ZENooIlLPlMDVqekJLzSTxmXhivknYFXyILMoLi/xBXNpJc+Xuv24YA5hnV4IQngcNW2tdiEkHiF0JoTQRhGReqYErk61Tkr2wZk0LgvNTcYRo5srxhwxujm3qUwhXDDH6/TKtcCR/zq9Yr6u3QphvWMIo0e+CyHxCKEzIYQ2iojUMyVwder04yenGpeFRzftpOdAb8WYngO9uV2Q6oI5Xb5X/ovXO7a29L94b20Zx+2Xn5n7+rIQRo98F0LiEUJnQghtFBGpZ0rg6tTS1VtSjcvCtq69qcalLYQL5iT7/V1779O5j3SFsnZr4Zw2Vl1zAXcvnseX//B07l48j1XXXJB78gZhjB75LpTEw/fOBAijjSIi9UpVKOvUY5uTbQ/w2OZOFp83K+PWDG7nKwdSjUtbCBfMqzdU3+9vd89BVm/o5JyTpo9Qq/oLofJfseYm87JyXjx6tK1r36CPpRFdPGvaWmVx4lFaybPVs0qeC+e0ceHsVq83Gw+hjSIi9UgJXJ0aPybZU5s0LgtTJyTbFDlpXNpCuGBu37gjcVxeCZxKjqcjHj26aukaDPq9Jn0aPQpBKImHr50JIiKSLyVwdeq9px/Lv659MVFcXnwvtBLCBXPSiZF5TqAMYSpqKEIZPQqBkqPaaU9CEZF8KIGrU00Jk4qkcVkIodCK7xfMk48Yk2pcFqYfmWwENWlcowtl9Ehq19vnvH2e43WtpZ1D8bpWrYMTEcmOErg69UjCyoiPbNrJgtcflXFrBvfdR5IVUPnuI1v48IJ81umB3xfM0yckS8ySxmUi6cOU/8MZDI0e1T+fR7dCW9cqIlJvlMDVLf8n123Z2ZNqXJZ8vWBubTki1bgs7Hh5f6pxIvXO99Gt0Na1+jySKSIyHErg6tTZJ0zjNjYkisvLjKnjU41rRHGhlUoXU3nvaxVCNU9Jly6Yhy+E0a2Q1rX6PJIZEp3T4gu9FiNK4OpUn0s2spY0LgtXzD+Bzy97hkpblDVZFCeDKy60Uq5SZt6FVkKo5inp0QVzbUIY3QqlU8b3kcxQ6JwWX+i1eJg28q5T/2/NC6nGZWHMqCbeesrRFWPeesrRjBmV/8u0t8/RvqGT+9ZupX1DZ+4bYxeLC620lWyo2+bJhrqhbJ4stQtlw3afhTC6FXfKlDtjjfxH/quNZEI0kunTe7mPdE6LL/Ra7E8jcHXqv1/ak2pcFnr7HOu2dleMWbe1m94+l+vFfQg9Pj4XWgH/q3lK7UKY+heCEEa3QthiJYSRTN/pnBZf6LU4kBK4OjVh7OhU47JQ7QMW8v+ALTcFp8PDKTi+FlqJ+Z5kxjS/fnh0wZyOUKYc+94pE8JIpu90Tosv9FocSAlcnXr7G47m8ed2JYrLi+8fsJV6fCB6w2i0Hp9a+Z5khjDa6ivfz+dQhDC6FVs4p40LTj6Gu9o3s2VnDzOmjueK+Sd4Me09hJFM3+mcFl/otThQ/u+ykokPzJ+ZalwWfP+AHcoIoYRP8+tr4/v5HJJ4dKu1ZF1rqyfrWmPL13Xw5r99iM/++Bm+076Fz/74Gd78tw95ca6EsE7PdzqnxRd6LQ6kEbg6tfb53Ynj8hoRmTtzKpPHj2Z3z8GyMZPHj87tA/bF3XtTjRN/pydqfn3tQpn6Fwrfpxz7XuExpJFMX+mcFl/otTiQRuDq1LauZElF0risHDzUV/l4b+XjWVr7fPUpqEOJa3TL13Vw7q0rWLRkNVffs5ZFS1Zz7q0rvOitH8r8ehmcqo2mL55y/J7Tj2X+idO8eexCqfAYykimr3ROiy/0WhxICVyd2vnKgVTjsrB6YyevHOitGPPK/l5Wb+wcoRaFzeetDnyfnqj59enQBXNjCKnDY+GcNlZdcwF3L57Hl//wdO5ePI9V11yg12JCIZ3TPn8GSu1Cei2OBE2hTNGjG3dy/hsnetED0HJEsuqSSeOy8ItndySOO+d10zNuzUAnTDsy1bgs+Vx8I4TpiZpfnx7fp/5J7ULr8PC9eJLvQjinff4MlPSE8FocKRqBS9GHvv0Y59zyYO6jCQBPvrA71bgsbE24dixpXNqumH8C1d4TmiyKy5Pvo1sh9Nar4EG6fJ36J+lQh0fj8fmc9v0zUNLl82txJCmBS9m27v1cqTeMRF4z+YhU49I2ZlQTixdUrtK5eMHMXEtmh7AWJYTees2vF0lOHR7iixA+AyVdmiobUQKXkWvvfTrXF1UI0/+STovMY/pk7IzXTqnpeNZCGN0Kpbde8+sbSwgXAb62UR0e4osQPgMlPT4XQxtpWgOXkd09B1m9oZNzTson+fijs2fw2R8/kyguL/NmTau6jcCU8aOZNyuftQtxz145PqzdCmF0K6Tyv5pf3xhCWC/jexvjDo/SNrZ61EapfyF8Bko6fN+6ZKRpBC5D7RuTFenIwlD2gctLc5Nxy6WnVoy5+dJTc7t4DqFnL4TRrdB66zW/vr6FsF4mhDaCKjxK/kL4DJTaaarsQErgMtSX3xZmbOtO1tuUNK4RhdCzF8paFE1PFB+EcBEQQhuLqcND8hTKZ6DUJoQO9ZGmBC5D3fvKTw3M2s6X96cal4XePse19z5dMSbPtYRTjxiTalwW4tGtco+Qw5/RrYVz2vj5J8/n+nedwgfmz+D6d53Czz95vpI3GTEhXASE0EYRX4Q2w0OGJ4QO9WK9fY5HN2b7Hq01cBnqK3tZnb3JCfd3SxqXhdUbOiuuf4N81xI+s607cdyC/3FUxq0J32Brev551Satl5ERE8JFQAhtlHT19jmtu62B1mPWv5CmysbXOlu3K4ELVrPl9wbc+cqBVOOykHSNYPvGHbkkcL/ckuzk++WWnXyEEzNuzeBCKLQCWnwsfgjhIiCENkp6fC9WEwoVoKpvoRRDK3etkwVNoczQGcfnV2J+3YvJRo+SxmUj6RtrPm/A48ck699IGpeFEKZbhbamR+pXCOtlQmijpCOUYjWh0HrM+hXCVNlK1zpZUAKXobacNqAG2LqrJ9W4LMw/Mdn2AEnj0nbZmcelGpeFEKZbhZBkSmMI4SIghDZK7dSxJTI0vhdDq3atkzZNocxI3j2kY0Yl+3BPGpcF3/eB+93XTWf8mGZ6DvSWjTlyTDO/m+NG4yFMtwohyZTGEcJ6mRDaKLUZSsdWXp2YIr7xearsSF/DBJHAmdmfAN8sufkrzrk/Kxy/CvgU0Aq0A//LObex6OcvAz4HzASeBq50zj1edPw84EvAG4ANwP91zv17LW2+5LS2XF9QLmGnXdK4LDQ3GX/wO8dxx8pNZWPe/zvH5fY4NjcZX3z/aVy5dE3ZmL9//2m5Ps8hzAsPIcmUxuLzRUAshDbK8KljS2R44qmyvhnpa5hQplBOAx4BTir6uhHAzN5PlHx9BjgXGA3cZ2ZNhePzgXuAO4CzgeeBZWY2oXB8JrAM+A/gTcDPgR+a2YxaGvy9X76Q69SHnQmLkySNy0Jvn+P+JyvP8b//yY5cH8eFc9r42uVncszEsf1ub500lq95MGQfwnSrOMmsJO8Ra2k8IayXCaGNMjzq2BKpL9XWL6ctlARuKrDVOfds0VdcwvBa4GvOubsKo2ofAeYAby4c/yTwY+fcPzjnngQ+BLQA7ysc/3PgWefcNc65p4GPATsLccMWl7/Py5Fjkw2uJo3LQpL5wj6sjVo4p41fXPdW7l48jy//4encvXge/3ntW3NP3mK+zwtvbjIuOa1yG/IesRYRGUlzZ05l8vjK2/hMGT9aHVsigajUoZ6FIKZQEiVwA2rOm9lk4Azg0/FtzrlnzKwDmAc8BJwPXFd0fLeZrSkcv7NwfHnR8UNmtrJwvCZ5lb8HmDI+2ebSSeOyENIUEl+H7GM+T7dKOtL6qYWneNFeEREfqHyJSFiK1y9v3Z5tkcBQErhpwHvN7I+ATcBSommTMwvHSxdRPQcca2ZTgMnljhf+P6vM8TeWa4yZjQWK59RNLBNZ7i5GQNK3/vw+IjSFJF2+JplDGWn1sf0iedEGz/Xr0U07Kxbwgmgmj94XRcISd6g/9NQWLvyH7H5PKAncDcDniZKmtwJ/DRwN3Fc4Xprm9gDjgAkVjsdDYxMq/Hw51xXaVNHZOU59eKk72ahV0rgshFCAI6YLqeELaaRVxBfa4Lm+6X1RpH41NxlzZ2V77RpEAuecW1/07SNm1gxcA3y/cFvpPMBxREnY/irHKcRUOj6Ym4EvFn0/EXihNKjJ8rvA3723cs/eUOOyEM8XvmrpGoz+Y4G+FOAAXUjVSiOtIkMTb/Bc2rEVb/Dsw9pWqY3eF0WkFqEUMSm1BjgS2Fb4/viS48cDG4nWze2vcBxga5XjAzjn9jvnuuMvYM9gcTte2T/YzSPi4KG+VOOy4nsBjvhCqnQKYHwhtXxd5bVdAmfNmEK1HLzJojiRRqcNnhtDtYp1hqrzikh5oSZwc4FdRFsCbAYujA+Y2euB44AHnXN9RPvCFR9vAc4CHizctKrkeDPwlqLjw5Znz9n4MckGV5PGZWnhnDZWXXNBvyqPq665IPfkTRdS6Xh8yy6qPUR9LooTaXRD2eBZwhXCFjAi4q8gEjgz+yczW2hmp5nZx4k27b6lkKB9EbjazN5nZr8DfAP4UWFLAIiKnfyBmX3UzE4j2hD810R7vwH8IzDXzD5jZnOAfyJ6XL417PaSf8/ZzKOPTDUuaz7ud6QLqXRs69qbapxIPdPaqMbh+wwUEfFX/sMvyRwJ/AvR2rRfAx9xzt1VOHYbcBTw1cLx+4A/i3/QOXe/mV1NtNH3FGAF8G7nXG/h+BNmtgi4hWg7gkeBtzvnBp0WmVTePWevmXREqnFZ87FIiC6k0hHCpvIivtDaqMbi8xYwIuKvIBI451zZTbWdc44oOftMhZivAF+pcPwHwA9qaWOsyWDxgpm595xNGJfsqU0alyVfi4RMnzC2etAQ4hrV1ISPT9I4kXoWUnVeSYevW8CIiL+CmEIZkj4Hd6zclHtxi21V9t0aalxWyhUJ6fCgSMihhAVeksY1qqMnJkvMksaJ1DOtjRIRkWqUwGXkunufzrW4xW9fTlYBM2lcFioVCYFojVmeRUJ+uHZrqnENy/895UW8orVRIiJSSf7z5+rUrp6DrN7YyTmvm149OAMHDiYbFUoal4VqRULgcJGQPKaX7NmfbI+8pHGNKul2GnluuyHiG62Nahw+rgEXEb8pgctQ+4b8Erhjp4znl8/tThSXF9+rE1rZHXqGF9eoVJRBZHi0Nqr++boGXET8pimUmcpvTti757SmGpcF36sTau1WOrRhrYjIQOXWgG/zYA24iPhNCVyGzp6ZX8/p3b98LtW4LPhendAS5t9J4xqVijKkr7fP0b6hk/vWbqV9Q6c2kxcJTKU14PFtea4BFxG/aQpllnJ8333qhe5U47JwdMLELGlc2rQGLj1xUYbSqUKtmio0ZJpyJRK+amvAHfmuARcRvymBy9AjmztZ8D+Oyum3B1D6L+mAS04DM3sTFnhJGpc13xfCqyhD7eIpV6VnbTzlShUKRcKwfU+yLXySxolIY1ECl6E8Zz4cNWEMO16pPjJ01IQxI9CawW3vTvgBljAubcdMSlZUI2lclkIZlVFRhuGrNuXKiKZcXTi7VUmxjBjfO458peJO6TtwqI+72jezZWcPM6aO54r5JzBmlFYKSX1SApehliNG5/a7x45qTjUuC74XMTnztVNY+kj1NYJnvnbKCLSmPI3KpMvXC1JNuRLfhNJx5KO4uNO2rn2DdsoY0RRzFXdK5uZl61ny8KZ+HeefX/YMixfM5LqLZufXMJGMKIHLUFdPfmujdu87lGpcFnwvYtI2+YhU47KgUZl0LV/XwY33r2db0ahv66Rx3HhJ/hekmnIlPlHHUW3i4k5XLV2D0X8xg4o7Dc3Ny9Zzx8pNA27vc7x6u5I4qTcaW85QR077lwFMGJtsZC1pXBZ8L9N/1owpVPvsbLIoLi9DGZWRypav6+DKpWv6JW8A27r3caUHJb015SpdquQ5fKqgmI64uFNrS/9ztrVlnBLghA4c6mPJwwOTt2JLHt7EgUN+rFUXSYtG4DL0mhxHZk4/fjLrXtyTKC4vfb3JPtyTxqXt8S27qq5j7HNRXF5T1kIblfF1emJvn+Pae5+uGHPdvU/nOpKpKVfp0dS/2mg6b3pU3Kk2d7VvTvQ5fVf7Zj68YNbINEpkBCiBy9DcGfldSF37ztksfeT5RHF5Wb2pM3FcHtU8Q0iOph+ZbHQyaVyWfL5oXr2xk91Vpjzv6jnI6o2dnPO66SPUqv405Sod5ab+dWjqX2IhvDeGRMWdhm/Lzp5U40RCoSmUGfr1b1/O7Xc/vbUr1bgsvLg72RTTpHFpC2LKmudbMcTii+bSXvt4vUze0xPbNyTrTEgalxVNuapNpal/ECXFmvpXXRDvjdIQZkwdn2qcSCg0Apeh53a+ktvv3pZw/V3SuCy0Tk724Z40Lm0hTFnb8fL+VOOyEEahlQD2TSzQlKvhqzb1DzT1L4kQ3hulMVwx/wQ+v+yZitMomyyKE6knGoGrUzteTlZ6P2lcFqaOT1iFMmFc2uIpazBwAMuXKWsh9ISHUGjl7BOSXawnjctaPOXqPacfy/wTpyl5SyiEjq0QhPDeKI1hzKgmFi+YWTFm8YKZ2g9O6o5e0Rk6/fj8qhN2vpJsxCVpXBamjE+2T17SuCzEU9aOnth/w/OjJ47xYspa0iI0eRarCWG9TFNzsgvNpHHiJ9/3ngxJSNN5VXG0vl130Ww+et7MAVWjmww+ep72gZP6pCmUGZp+5JjqQRlZ90KytW1J47Lw5Au7E8f9/u8cn21jKnjiuV38tmSk8rcvH+CJ53blfpHy3Ue2JI7LqwJXCKOEIUxFldr5vvdkaEKYzutz8SRJz3UXzebjbz+Zu9o3s2VnDzOmjueK+Sdo5E3qlhK4DP30mZd488lH5/K7x45O9gGaNC4LSTtB8+ws9X2D0BAqcMXrZSpNo2zLeb1MCEmm1K51UsJ1twnjxO8KitpsvLGMGdWkrQKkYahrIkO/2Zbf6FYINRmSdtLm1Zl74FAfX6+yQejXc94g9PgpySprJY3LQnOTMefYSRVj5hw7Kdde+zjJLNcCI/8kU2oXP8+V+PQ8a+rf8GmzcRGpZ0rgMvTMS/ltI+As2cVw0rgsvPHYllTj0vbtX2zGVflsdy6Ky8vJrRNTjcvCgUN9PPjM9ooxDz6zPddEWEUZGkP8PBuDP8+GP8/z8nUdnHvrChYtWc3V96xl0ZLVnHvrity33AhFCMWTYkrURWSolMBlaP/B3tx+d9KL4Twvmrv3HUo1Lm2PbU72wZ40Lgs7exIWZUgYl4W72jdXnQbb56K4PIVUlEGGL4Tn2fd9E0MQQvEkUKIuIsOjNXAZyrMT7Q2vaWHVs9U3HX7Da/IZ3QKYMj5ZkZekcWkbP6Y51bgshLB2K4R1erEQijJI7Xx+nsPYN9F/Ibw3ao2eiAyXRuAyNC7H9HjPvoOpxmVhV8JRoaRxabvsjONSjctCCGu3ZkxNtv4uaVzWtMda7TQlbPhCmvrnM9/fG7VGrzHpvVHSohG4DE0Yl982Ai8l3Ig2aVwWJh+RbH+3pHFp+92TpjNmVFPFaaZjRjXxuydNH8FW9Rev6bly6ZpBjzvyX9NzxfwT+PyyZyqOSDdZFCfhW76ugxvvX8+27sNJSOukcdx4iT9l230uLR/K1D/f+f7eOJRE3dcqnzI0Pr/vSHg0ApehPPf83dadbL+qpHFZ2NmTbPQvaVwWRlX5cB+t0ZmqxoxqYvGCmRVjFi+Yqf166sDydR1cuXRNv+QNYFv3Pq70ZO2W7+vLQpj6J7VTot5YfH/fkfDoiilDu/bmU3wDYMyoZIlF0rgs7N6bbGpk0ri0rd7QSc+ByoVoXjnQy+oN1dcaZqW3z3HtvU9XjLn23qdzn6Zx3UWz+eh5MwdsCdFk8NHzZua6l56kI8lr8bqcX4vVpq058p+25vvUv1DEz3U58VrCvJ5rJeqNQ9NlJQtK4DLUV60GfYYOHEr2u5PGZSFp6phXitm+cUeqcVlYvaGT3VVGKHf3HMw1yYxdd9FsfnXTQq6Y91oWnDSdK+a9ll/dtFDJW51YvbH6a3FXz0FWb8zvtVht2hrkv76seEuLcvKeFh0C39cSKlFvHL6/FiVMSuAylOf0uqRbGOS51cHZM5PN608alz7fU8wwkszY8nUdXPD3P+Ou1c/x8G92cNfq57jg73+mqSN1oj1hJ0HSuCyUTu2sNS4rC+e08ZEyI9YfOW+mV+tlfC3K4PsURe092Th8fy1KmJTA1al9Cfd3SxqXhb6EH/RJ49KWdOF4vgvM/U8yQfP/G0PS8zS/C/ydLydb85s0LivL13Xw9ZWbBhT+cQ6+vnKTN+eLz3uYhTBFMYQ9CaV2IbwWJTxK4DKUZ0fkUROSVW5MGpeFH67dmmpc2s587ZRU47IQQpKp+f+NYf6sZNVYk8ZlYeqRySoDJ43LQijni++dMqFMUVw4p41V11zA3Yvn8eU/PJ27F89j1TUXKHmrI6G8FiUsSuAylGdVvVNeMznVuCz0HEhW5CVpXNq++8iWVOOyMG/WNCaPr5yETxk/mnmz8kvgNP+/Mcw7sfprcfL40czLsTOhteWIVOOyEML5EkKSGdIURe09Wd9Cei1KOJTAZcj15Tc9MYTRo995bbLepqRxaduysyfVuCw0Nxm3XHpqxZibLz011w+G0Ob/HzjUxzce3shn7lvHNx7eWHEfQDksyWvxlpxfi3FPeCV594SHcL6EkGSCpiiKP/RalLRpI+8M7dmf34Xfrp5kpfeTxmXhf7ROTDUubTOmjk81rlGFNP//5mXrWfJw/7VHn1/2DIsX+LXVQW+f49FNO9m+Zx9HT4wSDh96bxfOaeNrl5/Jjff/qt8ek62TxnLjJW/I/SIl7gm/aumaQUePjPx7wkM4X0JIMmML57Rx4exWL8+XmK/ns6QrhNeihEMJXIbyXKHw2z3JFuEnjcvCY1uS9c4+tmUnbz756IxbM9AV80/gc8ueodJuEGZRXF6S7nV04ezW3D4k4lGPbV37yl40t3ow///mZeu5Y+WmAbf3OV693Yckbvm6Dm56YH2/EZC2lnHccPHs3BMk8P8iJa7wWJqoN1m0oXzej2EI50sISWaxeIqij3w/nyVdPr8WJSyaQpmh8aPze3h/kbBUd9K4bPhdQbG5yThidHPFmPGjm3O9MA1hKlM86lEuD3bkP+px4FAfX394YPJW7OsPb8p9OqXvhSNiPq/pKVfhsc+TCo8hrJdRUYZ0hHI+i4h/lMBlaHKOlcz27E02NTJpXBbOTvjhnjQubY9u2knPgcr75L1yoDfX5CikqUw++/YvNlccaYWohPu3f7F5RNozmBAKR/iu0mMY8+Ex9H29TAhJpu90PotILZTAZag7x/Vlew8l26A7aVwmPN82KoTkKISpTEmneeZ5ofLY5oTTeRPGZSGE0VbfhfQYLpzTxs8/eT7Xv+sUPjB/Bte/6xR+/snzc0/eYr4nmb4L6bUoIv7RGrgM9ea4efIRo5qBgwnj8vHI5mTTNx/Z3MmC/3FUxq0ZaOr4hHtGJYzLQjyVqdKFQN5TmYZyoZLX2oAjEk53ThqXhRA6FHwX0mM42Nqof161yau1Ub6vd/RZSK9FEfFPMCNwZnaamf3EzHrMbJuZ3Wlm0wrHzjczV/L1o5Kfv8zMnjGzfWb2mJmdVXL8PDN7vHD8V2b2jlrbfMyksbXexbAdOTbZBt1J47Lh9xq4Zzq6U43LQnOTcclplS/mLjmtTdsIVHFK66RU47IQwmir76Yfmew9OWlcVkJaG+Xzekef6XwWkVoEk8ABtwM/A+YBHwbeDHyncGwasBU4qehrcfyDZjYfuAe4AzgbeB5YZmYTCsdnAsuA/wDeBPwc+KGZzailwUdWKYCRJZdw3mHSuCwkHW3Ja1Tml1t2pRqXhd4+x/1PVr6Yu//JjlynJ4Zw0bwn4WbxSeOyoMIRKfC7zwjQ2qhGofNZRGoRUgL3h865v3HOPeWc+zHwV8BCMxsPTAVecs49W/RVfFX7SeDHzrl/cM49CXwIaAHeVzj+58CzzrlrnHNPAx8Ddhbihm3Ljldq+fGa7Hwl2fYASeOyMG/WNI4cUznJPXJsM/Nm5ZPAja/StqHGZaHa9ETwYB1FABfNlvCXJ43LQnHhiHJUOKKyHS8ne79LGpcFrY1KX2+fo31DJ/et3Ur7hk4vkl8VghGRWgSTwDnnniu5aR+H2z8V2FHhx88Hlhfd125gDdFo3mDHDwEri473Y2ZjzWxS/AUMutP0ngP5lRzvTfirk8ZlZfSoyi/B0c35vUQvO+O4VOOyEML0xBAumn0fDY7Fe5iVXtM1GXzkvPz3MPNdCNPWQjinQ7J8XQfn3rqCRUtWc/U9a1m0ZDXn3rrCi2moKgQjIsMVZBETMzOiaZSPOOd6Cmvh3mZmrwDPAfcBn3POvWxmU4DJQOkmT88Bxxb+P6vM8TeWacJ1wA3V2plnbnTc5HHseKV6EZPjJud3ofLopp3s7qncxt09B3MrbvG7J01n/JjmilsJjB/TzO+eNH0EW9VfCBekIbQxHg1+pcJznedocCzew6x0/MAV9jA747VTdNFXgTbJbizxWsLS5zpeS+hDkhRKIZjePud9G0UaSXAJnJmNBr5KNGp2XuHmrwHfJRqRmw/8NfA64PeBCYWYnpK76gHiK+8JZY6X+4S8Gfhi0fcTgReG8ndkbdrEccCehHH58L2nubnJ+OL7T+PKpWvKxnzx/afl+iF21owpNBkDNiUu1mRRXF7mzpzK5PGjKybrU8aPzn2tx+hRTVAhgctzNBiqr42Kt2O4cHarLqzKiKetXbV0DUb/HUp8mbYWQpIZgpDOl7gQjK8Gq4ja1jLOq4qoIo0mmCmUAGZ2HFEhk3cBb3HO/RLAObfBOfeEc+5x59xtwNXAZWZ2FBDPyyqt9T6Ow0nb/irH+3HO7XfOdcdfJMmURti0CclK2yeNy0IIPc0L57TxtcvP5OgJ/at1Hj1hNF/zoPf28S27KiZvECV3j+dYaCWJvFekDGU0OC8hrY3ycc1RzPdpa1oblY6QzhefhVQRVaSRBDMCZ2avBx4CngJOc879tkJ4PGQyo/D//cDxJTHHA48X/r+1zPGNtbQ5Txu2JyugkjQuC2fNmDKgF7yUke/oUaypqf++etH3+fN9FBP8nyoLYTyOIbQRwuit933aWpxklj6OrZ49jj4L5XzxWUijmCKNJpgEjmiK5M+By51z1ZaXzSVagrbJOddnZu3AhcC3AMysBTgL+EIhflXh+I2F483AW4qOD0ueb2djqhQHGWpcFh7Z2Fl15MUV4ha8fuQ38obyayhe6vZjDUUIo5ghXEiF8DiG0MYQ1hzFfJ+25nuS6bsQzhffDWUU0+dzSaQeBTGF0sxOIkq47gVmmdnrir5azOzzZvZ7ZvZGM1sM/D1wh3Ous3AXXwL+wMw+amanAd8Efk209xvAPwJzzewzZjYH+Ceix+ZbNbW7lh+u0f6D5dfyDCcuCz/4ZbJlg0nj0lat99GR/35MIewlFMKFVAiPo+9t1P5l6dMm2cPn+/kSghA630QaVRAJHBB32X4f+E3J1xVE1wd3AI8AfwF8lmhvNwCcc/cTrYv7DNAOjAXe7ZzrLRx/AlgEfAD4JTAHeLtzrqa1bXlepkw5MtnatqRxWXjmpa5U49IWwh5rIewNdvrxk1ONy0L8OJY7Zx35P46+r43SmiPxie/nSwhC6HwTaVRBJHDOuZXOOSvzdZtz7q+cc8c4545wzr3BOfelODkruo+vOOeOdc6Nd8692zn3QsnxHzjnXuecG+ecO88596ua213rHdRgwtjR1YOGEJeFiQl/d9K4tHXs3ptqXFbivcEGu0jxYW+w7z6yJdW4RuZzAQ711otvfD5fQqBRTBF/hbQGTobgyLHJimwkjcvCW085msef250oLg9PPJ+scuMTz+/i0rPy28x7+boO7lhZuo1hYVjag73BtuwctJjrsOOy0NvnuPbepyvGXHfv014s1vd1bdT0CWNTjRNJg6/nSwhC2HZDpFEpgatTTQnfUJPGZWFUU7IB4KRxaTuUcK1O0rgsJEk8rs058ZgxdXyqcVlYvbGzaqXMXT0HWb2xk3Nel9/G7TEvC3AkPQ08WQKnjYkbh5fnSyBUEVXET0rg6lQIF83P70o24pI0Lm079uyvHjSEuCys3lA98djdc5DVGzo556R8Eo8r5p/A55c9U3Wz8SvmnzBibSrVvqGzelAhzocEzkc7Xkl4viSMy1IIWx2I+EKjmCL+CWINnAzd64+ZmGpcIzp6YrKpXknjstC+cUeqcVkYM6qJxQtmVoxZvGBmrltahDZ85ONG2aEUPNDGxCJDp4qoIn5RAlenklZ6y7Mi3OnHJ9ugO2lc2mYdNSHVuGwk/RDN98P2uotm89HzZlL6md9k8NHzZnLdRZUraWZt/qxko2pJ47K0fF0H5966gkVLVnP1PWtZtGQ15966IvfEI4SCB9rqQERE6oESuDq1NWFlxKRxWXjN5CNSjUvbH509I9W4LJyd8GI4aVyWrrtoNv/12Xdy/btO4QPzZ3D9u07hvz77ztyTN4B5J05j8vjK1U4njx/NvJzX0fg8ehRC2fbQtjrwcaRVRETypzVwdaq3ry/VuCycNWMKTUbVtVFnzchnBG7NlmRVKNds2ZXb+rImS1isJmFc1saMauLDC2bl3YwBmpuMWy49lSuXrikbc8ulp+aafFQbPTKi0aM8C9b4XvAgpK0OtE5PRETKUQJXp0IowPH4ll0VkzeIkrvHt+zKpYLYLxKuG/vFxh25JXAhFY7w3cI5bXz0vJl8feWmAeWyfdhPbyijR3lW3PO54MH0IxNudZAwLivxSGvp22M80qo9zEREGpumUNapHS8nvLBPGJcF33vDn9+ZbHpp0rgshFI4Irb3QC/X/+vTXPGNR7j+X59m74HevJv0quXrOgYkb7Gvr9yU+xoz38+XIASwZFTr9EREpBqNwNUpSzhlLmlcFnzvDd+R8EI4aVwW4sIRlUZm8i4cEVv8ncf46frtr37/8G/grtXPceHso1nygTfl2LIwpieGkqz7PPUvhI6tUEZaRUQkPxqBq1PTJiRLepLGZaHPJetBThqXtv2Hko0OJY3LQnOTcclplS+KLzmtLffpa6XJW7Gfrt/O4u88NsIt6i+E4hYhVHn0ucgKhJEEa6RVRESqUQJXp6YdOSbVuCw8sinZ5slJ49J2/NQjU43LQm+f4/4nK18U3/9kR67TrfYe6C2bvMV+un57rtMpQ7ho9r3KYwhT/0JIgkNIMkVEJF9K4OrUzlcOpBqXDb8XpLz39GNTjctCtZEjyH/k6G+WrU81LguhXDQvnNPGR86bSenMZ7P8C62EMIrpexIMh6vzVpJndV4RkTxpe5WI1sDVqX0Hk41mJI3Lwtkzp3LbQ8ni8jBqVLL+jaRxWQhh5GhzZ0+qcVk49diWVOOyUq7QSp+LCq2c8dopuSVxIbwWwf+tDnyvzisikhef11iPNCVwdWr/oWT7uyWNy4Lve5iFUPAghJGjE6aN5+HfJIvLy63Ln0kc99nfOzXj1gyu0hTFWJ6FVkJ4LcZ83uoglERYRGQkaXuV/jSFsk6NsmRDyknjsuD7HmbTExZ4SRqXhXhNTyV5r+n59EWzU43LQgijhL5PUQxhfVmx5iZj/onTeM/pxzL/xGleJG8QViIMms4kItkLYY31SFMCV6dCuCD1/ULlUMLRyaRxWQihCuURY5q5cPbRFWMunH00R4xpHqEWDZR09C/PUULfR2ZCWF8WgpAS4eXrOjj31hUsWrKaq+9Zy6Ilqzn31hW5VxsVkfriewdmHpTA1ameg8mSiqRxWZg7cyqTx4+uGDN5/OjcLlT+de3WVOOyEEIVSoAlH3hT2STOh33gQhgl9L3DAw6vL2stGRVubRnXcNNbhiuURNj3LSNEpH743oGZB62Bq1PNBgcTxuXp5X2HajqepZf3J/vdSeOyMJQqlHkXPFjygTex90Avf7NsPZs7ezhh2ng+fdHsXEfeYvEoYaXtDvIeJQxl03af15eFwvdCKyFsfC8i9SOEDsyRpgSuTo0b3cy+3uoVJseNzu+CdNWvf8uhKiNDh/ocq379W958cuUpeFk4ZlKytW1J47IQWq/UEWOacysCUs2SD7yp7IbjPowSxtNl71i5qWxM3tNlY/H6Mhk+nxPhoUxn0utARGoVd2Bu69o3aMeREXVw5d2BOZKUwNWpsQnzsqRxWVjy8MbEcXkkcGe+dipLH3k+UVxe1CuVLp9HCZNOl/3UwlO8uMiX2vmaCIfWcSTii94+52WnjO/iqeVXLV2DQb8kzqep5SNJCVydOkQTUH0E7lCOyyC79iWZ5Jk8Lm3HVKnuONS4LKhXKn2+jhKGNF1W6ps6jkSGTnuY1cb3qeUjTQlcnRqbcHPppHFZOO24Fp7e2p0oLhdJ637kWB9EvVKNY1vX3lTjRIZLHUciQ6M9zNLh89TykaYqlHWqN2FSkTQuC3/5rjekGpc23/epi8W9UqVr8Y6ZNFYfCnVkx8sHUo0TGa5QKmWK+EB7mKXL1z08R5oSuDrVOiHZ4GrSuCz4vj/Y9CMTbuSdMC575S6lZCgOHOrjGw9v5DP3reMbD2/kQI77/BXbvTdZYpY0TqQW2jJCJBntYSZZ0BTKOnWwL9nFe9K4rFx25nEVS7dfduZxI9ia/g71JtzIO2FcVpav6+DKpWsG3L6tex9XLl3D13QxldjNy9az5OFNFHeEfn7ZMyxeMJPrctwDDpKn40rb64fvBQ80nUmkOhX9kSwogatT+xOOGiSNy0Jvn+Pae5+uGHPtvU/ntpfQDxNu0P3DtVtzqZIJyR7D63J8DENy87L1g5bo73O8enueSdz8WdO57aENieIkfKEUPPC1UqaIL1T0R7KgKZR1antXT6pxWVi9oZPdPZUrTO7uOcjqDZ0j1KL+eg4k26A7aVwWVm+s/hju6jnI6o35PIalevsc7Rs6uW/tVto3dHoz5//AoT6WPFx+fzWAJQ9vynU65bwTpzF5/OiKMZPHj2aeLqaDFxc8KJ12FRc8WL6u8nYSIuKPuOhPuS5UI+qcUdEfGQolcHVqT8LK+0njsrDq2d+mGpe2N52Q7EI4aVwWfrFhR6pxWVq+roNzb13BoiWrufqetSxasppzb13hxcXoXe2bqZZL9rkoLi/NTcYtl1be3uCWS0/VSGvgVPBApL6o6I9kQQmc5ObpF7pSjUvbB3/3BKzK+6lZFJeXF3YmG0FNGpeVciMKHZ6MKGxJ+PgkjcvKwjltfO3yM2ktqTjaOmms1jrWCRU8EKk/KvojadMauDpVuidYpbi8HDE2WXXJpHFpGzOqiY8smDnouqjYRxbMZEyOe+mFoNKIAkSv05seWJ/rOr0ZU8enGpclFY6obyp4IFKf9N4tadKVZ5066shkSU/SuCzMTTj1MGlcFq67aHbZrQ4unH107pUJj5uSLKFIGpeFaiMKkP+Iwh+dPSPVuKxpH5z6pYIHIvVL792SFiVwdaq5KdngatK4LIQwRXH5uo6y2xz8dP323Kf+zZuVLLlNGpeFbV17U43Lwtrnd6caJzJcKnggIiLVKIGrU5bwmU0al4V4imIleU5RTLrNQZ7FBJoS9t4ljcvCjpeTbSydNC4LmrYmvlDBAxERqUYJXJ3Spr+1832bA4AdL+9PNS4Lu/cmS8ySxmVh+pFjqwcNIU6kFip4ICIilaiISZ06YnTCAiEJ47Jw4FBfxQIhEG2g/PG3n5zLKNzDzw4+dXKwuHNOymfz5OkTEiYeCeOyEERnQhCNlEaiggciIlKOErg6Nbo52Yd80rgs3PmflZO34riPvvnEjFsz0FPPJ9u+IGlcJpLO3sxxy6izT5jGbWxIFJeXEEYyi/X2OV3YN4C44IGIiEgxJXB1qmtvsh26k8Zl4d8TFgD593UduSRw+3v7Uo3Lwo5XEiYeCeOy0JSwkyBpXBZCqvy3fF0HNz2wvl9lz7aWcdxw8WxNrRMREWkAWgNXp3oO9KYal4Xte5IlFUnj0nbc5IQl+hPGZSGExCOE0a1QKv/5viF6SHr7HO0bOrlv7VbaN3TmWoxIsqXnWnxx4FAf33h4I5+5bx3feHgjBw7l1wEsYdMIXJ1K+gGV5wdZn0v2u5PGpe0NbZO478kXE8XlJU48Ku2zlnfiEUKSGVf+u3LpmkGPO/Kv/BfChuih0Chm49BzLb64edl6ljy8ieLLrs8ve4bFC2bmvqeshEcjcHVqf8JenaRxWfC9bsRRk5IV/kgal4XmJuOoiWMqxhw1cUyuF/RnzZiSalxWnnhuV03HsxbChughKDeKuU2jmHVHz7X44uZl67ljZf/kDaDPRcXabl62Pp+GSbCUwNWpAwnzsqRxWThqwuhU49I2aXSyAeqkcVnYe6CXp17orhjz1Avd7M1xqmz7b3akGpeFA4f6WPJw5aI6Sx7elOt0lxA2RPddpVHM+LabHlivKXZ1QM+1+CKEzxcJjxI4yU1TU7ItDJLGpe0rD1evnDiUuCz8TcJeu6RxWfj6qo2pxmXhrvbNA3pGS/W5KC4vO19Jtk9e0rhGVG0U06FRzHqh51p8EcLni4RHa+BS1Le/Z8Bt3d2VR0eyMlhbysmrjaN69ydq56jecbm08fmXOunbX72wxvMv9eb2GP76hd8megx//cJvc2tj567didrYuas5x8dxe8LHcTvd3fns+TeOA4naOI4DuT2Ovtvckex82dzxW95wVD4j/5IOPdfiixA+XyR9WX8Om8upQEQ9MbNjgRfyboeIiIiIiHhjpnNuc9p3qgQuBWZmwGuAPXm3ZQRNJEpaj6Ox/m7f6Xnxk54XP+l58ZOeFz/pefGTnhc/xc9Li3Mu9eE4TaFMgYuy4K15t2MkRTkrAHuyeGHK8Oh58ZOeFz/pefGTnhc/6Xnxk54XPxU9L5lQERMREREREZFAKIETEREREREJhBI4Ga79wE2Ff8Ufel78pOfFT3pe/KTnxU96Xvyk58VPmT4vKmIiIiIiIiISCI3AiYiIiIiIBEIJnIiIiIiISCCUwImIiIiIiARCCZyIiIiIiEgglMBJWWZ2mpn9xMx6zGybmd1pZtMGiWs2sz4zc0VfL+fR5kZgZn9S8lg7M7utTOx5Zva4me0zs1+Z2TtGur2NwMzeMshzEn9dURKr82UEmNmphdf+uSW3X2ZmzxTOicfM7KwK93G8mf3IzF4xsxfN7BPZt7y+Dfa8mNm0wudLp5l1mdlPzeyNFe7j54OcZ78zMn9BfSrzvMwc5HFeV+E+dL6krMzzUu6z5htl7kPnS0qqXReb2VVmtsnM9prZCjObVeG+5pjZykLsRjO7fChtUQInldwO/AyYB3wYeDPwnUHipgAGvAU4qfBV9sNXajYNeITDj/VJwI2lQWY2E1gG/AfwJuDnwA/NbMaItbRxlD4fJwGLgT1Ez0ExnS8ZMrMzzex7RM/JmSXH5gP3AHcAZwPPA8vMbMIg99MM/BhoBhYANwC3mtn7sv0L6lOl5wW4HugF3gUsLNy23Mwmlbm7acA19D/fnk690Q2gyvMyDegDXs/hx/mdZe5H50uKqjwvpZ81c4lK1X+vzN3pfElP2etiM3s/8CXgM8C5wGjgPjMbkGuZWQvwU2AT0WfRN4Fvm9m8pA0ZVctfIXXvD51zzxX+/1ThBXeXmY13zvUUxU0t/LvGObdnZJvYkKYCW51zz1aJ+3PgWefcNQBm9jHgEuBDRB+ukhLn3F6g3/NhZncCtznnOkvCdb5k61LgAPBu4MGSY58Efuyc+wcAM/sQsA14H3BnSey7gJOBtznntgNrzOxtwJ8B38+s9fWr0vPyxaLPGszsg8BWYD7w74Pc11TgmQTvgVJdpedlKrDbOfebBPej8yVdZZ+X0te9mX0WeNw595My96XzJT1lr4uBa4GvOefuAjCzjwDriZK8h0ru54NEg2iLnXMHCvf1buAqYHWShiiBk7KKP1AL9jH4qO1U4IAuRkfMVGBHgrjzgeXxN865Q2a2kqjnSDJUuHA5Hfi9QQ7rfMnW9c45Z2YnDHLsfOC6+Bvn3G4zW0N0TpQmcOcTJdnbi257EPiymZnTJqpDVfZ5KfNZA9FozmCSvgdKdZXOl6E8zjpf0lXpeXmVmU0FPga8v0KYzpeUVLgungycAXy6KPYZM+sg+nwpTeDOBx4qJG+xFcBlSduiKZSSiJkZ0XDxIyWjbxANz48pzOPdYmbfrfamIzWZBnzYzPaY2VNm9ikzGz1I3Cyi4flizwHHZt5C+SSwdJDRN9D5kqlyF4pmNoXoQzbpOVHu/BlH9BzKEAzxAn4xsJdBeqLN7EhgLPAzM9tuZg+a2YKUmtlwqjwv04CTCu9Vz5rZ18zsqDKxOl9SNITz5aNEM3IGG6nW+ZKh4uti4JjCzbV+viS+PtMInFRVSA6+StRjcN4gIY9weA72yUTT8x4yszdqlCETNwCfJ3pTfivw18DRQOmC8QlAabLdQ/SBKhkxs9cDFxKNwA1G50s+4nVug50T08vEl/Zaxz+rcygjZva/iN7fPuac2zlIyAGiqZWvAK1Eow8PmtnZzrknRq6lDeE+oiS6DzgN+Cxwupmd45zrLYnV+TLCCusOrwT+vkKYzpcMDHJdXOnzZbDXf83XZ0rgpCIzO45oYexM4C3OuV+WxjjndnD4jfspM1sNbCZajK657ylzzq0v+vaRwpv4NWb2yZJeu/3AmJIfH8fANw1J15XAY865pwY7qPMlN/sL/yY9J8qdP5SJlxqY2TjgH4nWhnzUOTdoRT3n3EEOj8w9bWYPAb8C/hfwv0eirY3COfcC8ELh2yfMbAOwkqioxmMl4TpfRt67iJKywYrLATpfsjDYdbGZzS0crvXzJfG5oimUUlZhJOERoBs4zTn3aJKfK8wR7gRU7XBkrAGOZOA0la3A8SW3HQ9sHIlGNbDfB+5NGqzzZcTsIPrQTHpOlDt/usqMDMkwmdkRwE+IerPnlUveBuOcOwQ8hc6fkbCm8O9gj7XOl5H3PmCFc2530h/Q+VKbCtfFWwv/1vr5kvj6TAmcVPJdotLz73LO/TbpDxX2vZhOSVU+ycxcYBdQ+iG5imgqH/DqdIu3MLDSmKTEoj3Fjgf+dQg/o/NlBDjn+oB2+p8TLcBZDH5OrALmFmJiby0TK7X5LHAUMHeo07oKU5nOQOfPSIhHGQZ7rHW+jCAzG0VUofJfh/hzOl9qM+h1sXNuK9FMmuLPl9cDx1H+8+WCwnVZbEjni6ZQyqDM7CSiC5tbgFnRWs1X/ZZoqtc3nXP3mNmfEL2WHiW6eL2FqIfnRyPa6AZhZv9EtN9OB/A24FNE66hGmdmPKDwvRNORHjWzzxCNCP0pUafNt/Jod4N4M7DdOfff8Q1mNoboXND5kr8vAfcWqrGuJtqv59cU9uozs78DcM59gug97nPAnWZ2E9FePZcx+Dpgqc0iogujaVa0KS7wsnNuW/HzYtEGxO8mes7GAB8nWgP8TyPc5rpn0UbcLwLrgNnAF4B/c86tLRzX+ZKfNxIVZVpZekDnSzYSXBd/EbjZzNYSFSj5EvAj59zThZ+/m2h5xReBJUTPxW1m9hXgvcCpRO+FiSiBk3LaCv8OtibnL4jezF9T+L4L+LvC9x1EbxR/WRiql/QdCfwL0XzpXwMfcc7dVag29erz4px7wswWEb3ZfJooYXi7CmVk6gygdARhNDpfvOCcu9/MriZK3KYQlW1+d1FBhpMAV4jtMbN3En3QPkr0gbzIOffIyLe87rURFWEqLcT0/4imJL/6vBBNXXoPUaXXV4hGVd/knNswMk1tKD1ESdt0ogp53yFK0mI6X/JzBtHz89+DHNP5ko1K18V/DtxGNJPgq0TXZ/cR7YMYOwXYDuCce9HMLi78zIeI1iVe5JzbkrQxpq05REREREREwqA1cCIiIiIiIoFQAiciIiIiIhIIJXAiIiIiIiKBUAInIiIiIiISCCVwIiIiIiIigVACJyIiIiIiEgglcCIiIiIiIoFQAiciIiIiIhIIJXAiIlI3zOxIM3vRzD6Rd1tERESyoARORERyY2bfMjNX+DpkZpvM7PNmNjrhz48xs9fF3zvnXgHeAHwxqzYnVfR3OTP7rZk9YGYnZ/S7ih/Hg2a2xcy+YWavz+L3iYhIfpTAiYhI3n4BnAS8Efgc8H+AzyT82fuAvyq+wTm3yznXl2oLh+8TwOuBPwAmAA+a2eSMflf8OJ4KfBQYAzxhZr+X0e8TEZEcjMq7ASIi0vD2OueeLfx/vZmdAbwLuD7BzyYaqcvRS8653wC/MbO1wHbgIuC7Q7kTM2tKkJQWP47/BSw3s/8E7jazOc65DUNsu4iIeEgjcCIi4psmYB+AmZ1mZj8qTEHsNLM7zWx84ZgD3gp8sDB18MbC7YfM7I8L/39L4dibzeznZtZjZo+Z2Zz4l5lZs5ndYmYvmdnLhamH3zGznxXF/IGZPW1me83sOTO7YKh/lHNuJ/AS8NrCfZ5sZj8t3OcGM/ukmVnh2B8X/o6LzKwD+P+G8TjinPsa8N/Axwr3O87M/tbMNhYei0fN7KzCsa+a2bPFP29mx5lZn5ktGM7vFxGR9CmBExERLxQSqXcCHwBuL9z8VqKpge8G/hh4H/DnhWMnFY7dW/j/P1a4+78FvgAsBFqAfy46dj3wp8B1wHnAy0RTHuN2vRG4G1gCvAn4v8DeYfx9LcAxwCYzmwisAH4D/C7w6UI7rij+EaLE61LghqH+viI/K/wOCr9/FnAVcC7wCrC0cOxfgBPN7NSin/19YAuwqobfLyIiKdIUShERydv5ZraP6DNpG/BHzrn7AZxz/YqRmNlyYH7h2LNmthfYUzR1sJxbnXM/LtzH3wJ3mNlYwBElZDc6575ZiF1jZr9b9LOvI0qmfuCcexFYN9Q/0MxeC/wDsIlo3d5fAM855/60EPJEYZTrCuA7hduagL9xzrUP9feV2A1MAnDObQEuK2rX3wMPmNlk59x/mtkm4L3A04WQ9wH/4pxzNbZBRERSohE4ERHJ2yPAGUSFN6ZRmGIIYGbTzewmM1thZs8TjUZNHsbvWFP0/01ECdl0YCYwEXiwJP6pov//BFgLPGVmf21mxwzh937TzA4Am4mSqLc55/YBZwG/Y2b74i+iv/+Ekp9/dAi/q5xWorV3WOR/mtn3zexXwPcLMZML//4LUQKHmR1LlCwvRUREvKEETkRE8tbjnHvGOfcNommEXzCz15rZGKIpkmcCfwPMA749zN9xsOj/hwr/GoWRKWB/SfzY+D/OuZc5PHXyYqKCJOcl/L1/SVQVcrpz7m2FETCIiq/8FDi96OtUoimesd5CsjdsZtYEvB14qHDTDUTTSR8gGom7pORHlgKnm9lMoumTjzvn/quWNoiISLqUwImIiE++DGwFbgXmEK1t+4Rz7j+cc1uBU0ri+6htOcAGommU58Q3mFkzcHZxkHPukHPuO0TJ5BPA1Qnvv8M599+FAibF/gs4GdjgnPuvoq+0K0X+JTAV+Erh+0uBbzvnvlNIzE4sDnbO/TfwS6JRuPeh0TcREe9oDZyIiHjDOXfQzK4jmtr3VaIEbbGZ3QW8nyihe7roR54nWkN3FrB7qAmQc26nmX0PuNnMuoimOv4F0cjcVgAzu6jwe1cSTbd8LVDrurSvFn7Pd83sS0SjgZcAq5xzDwzzPo8obGo+iqhQyZ8A7wDe65x7qRDzEnCRmd0LHEuhOmWJpUQFY95AlPCJiIhHNAInIiJecc79gChB+juiJOdyouRpFPCvJeF/S1RJ8T/pP/1wKP438HOi4iEPEK1/+zegt3B8F/CRQpvuKcTcOMzfBYBz7jmiypqziKY3/gCYQbTWbrh+l6iq5VPAbcAO4DTnXPH6vv9DNJ10JdGU0M8Ncj/3EE3n/A/n3PYa2iMiIhkwFZYSERHpz8x+AnQ5596Xd1tGWqE65zbgfzvnhrThuIiIZE8jcCIiIkXM7CiiPdIeybstOXkv0brAf825HSIiMgitgRMRkYZmZrcDvyJK2NqAm4Bu4M482zXSzOxE4Djg88AXnXM9OTdJREQGoRE4ERFpdE8Cfw48DHyLaJ+4Bc65zko/ZGbfMLNDg3x9pdLPDYeZvbnM73o5xV9zGfAj4D+Am1O8XxERSZHWwImIiAyDmbUBLYMc2lVU9TGt3zWeog3Oi/Q5536d5u8SERG/KYETEREREREJhKZQioiIiIiIBEIJnIiIiIiISCCUwImIiIiIiARCCZyIiIiIiEgglMCJiIiIiIgEQgmciIiIiIhIIJTAiYiIiIiIBEIJnIiIiIiISCD+f1OvVt1T2f3bAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (10, 6), dpi=100)\n",
    "ax.scatter(df2['Ratings_Per_Day'], df2['User Rating Count'])\n",
    "ax.set_xlim(1, 20)\n",
    "ax.set_ylim(1, 22000)\n",
    "ax.set_xlabel('Ratings_Per_Day')\n",
    "ax.set_ylabel('User Rating Count');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## BCG矩阵\n",
    "**划分象限:**  \n",
    "* 高增长且高市场份额: 平均每天被评分达到40次以上，并且累积评分次数达到10000的app, 不管其排名是多少。\n",
    "* 高增长且第市场份额：平均每天被评分达到40次以上，并且累积评分次数小于10000的app\n",
    "* 低增长且高市场份额：累积评分次数小于10000, 但是用户评分不频繁。\n",
    "* 低增长且低市场份额：累积评分很少，且每天评分次数也少。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 加载图片尺寸\n",
    "scale_x = 800\n",
    "scale_y = 600\n",
    "myBCG = computeCoordBCG(x=df2['User Rating Count'], y=df2['Ratings_Per_Day'], \n",
    "                        threshold_x=10000, threshold_y=40, scale_x=scale_x, scale_y=scale_y)\n",
    "fig, ax = plt.subplots(figsize=(10, 8), dpi=100)\n",
    "# 图片背景\n",
    "ax.imshow(plt.imread('./Boston-Matrix.png'), \n",
    "          zorder=0, \n",
    "          extent=[0, scale_x, 0, scale_y]) # 图片尺寸\n",
    "scatter = ax.scatter(myBCG.compute_coord_x(), myBCG.compute_coord_y(), s=10, c=df2['Average User Rating'])\n",
    "# 调节显示范围，并添加分界线\n",
    "ax.vlines(myBCG.compute_coord_x([10000])[0], \n",
    "          ymin=myBCG.compute_coord_y([0])[0], \n",
    "          ymax=myBCG.compute_coord_y([1414])[0], \n",
    "          color='gray', alpha=0.5)\n",
    "ax.hlines(myBCG.compute_coord_y([40])[0], \n",
    "          xmin=myBCG.compute_coord_x([0])[0], \n",
    "          xmax=myBCG.compute_coord_x([3000000])[0], \n",
    "          color='gray', alpha=0.5)\n",
    "ax.set_title('BCG Matrix', fontdict={'fontsize': 20}, loc='center')\n",
    "ax.set_xticks(myBCG.compute_coord_x([0, 10000, 3000000]))\n",
    "ax.set_xticklabels([0, 10000, 3000000])\n",
    "ax.set_yticks(myBCG.compute_coord_y([0, 40, 1414]))\n",
    "ax.set_yticklabels([0, 40, 1414])\n",
    "# 调节显示范围，并添加分界线\n",
    "ax.set_xlabel('Number of Ratings')\n",
    "ax.set_ylabel('Ratings Per Day')\n",
    "fig.colorbar(scatter, label='Average User Rating', aspect=10, shrink=0.5);"
   ]
  },
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    "<p style=\"color:blue; font-size:200%; font-weight:bold\">参考来源:</p>\n",
    "\n",
    "* [lets-plot.org](https://lets-plot.org/pages/api.html)\n",
    "* [波士顿矩阵](https://wiki.mbalib.com/wiki/Boston_Matrix_Analysis)\n",
    "* [Boston Matrix (Product Portfolio Model)](https://www.tutor2u.net/business/reference/boston-matrix-and-product-portfolios)\n",
    "* [BCG Matrix](https://www.kaggle.com/mmalam/bcg-matrix)\n",
    "* [基于波士顿矩阵的步步高商业连锁公司的业务结构优化分析](https://wenku.baidu.com/view/a15c80c785868762caaedd3383c4bb4cf7ecb724.html)"
   ]
  }
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